Question: What are the titles and IDs of research papers that include a benchmark for the DDI extraction 2013 corpus dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "DDI extraction 2013 corpus" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: List the code links in papers that use the A2C+CoEX model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "A2C+CoEX" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you provide links to code used in papers that benchmark the Orthogonalized Soft VSM model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Orthogonalized Soft VSM" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you list the models that have been evaluated on the SentEval dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SentEval" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you list the models that have been evaluated on the COPA dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "COPA" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Could you provide a list of models that have been tested on the MPQA benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "MPQA" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Where can I find code references in papers that have used the Memory Compressed model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Memory Compressed" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What are the most commonly used benchmark datasets for the Image Generation research field?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?dataset ?dataset_lbl WHERE { ?problem a orkgc:Problem ; rdfs:label ?problem_lbl . FILTER ( str ( ?problem_lbl ) = "Image Generation" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: What is the name of the top performing model in terms of Score score when benchmarked on the Atari 2600 Defender dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Defender" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What is the top benchmark score and its metric on the Walker, walk (DMControl100k) dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Walker, walk (DMControl100k)" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: List the metrics that are used to evaluate models on the Habitat 2020 Point Nav test-std benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Habitat 2020 Point Nav test-std" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the name of the top performing model in terms of Number of params score when benchmarked on the One Billion Word dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Number of params" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "One Billion Word" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What is the top benchmark score and its metric on the ChemProt dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ChemProt" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Can you list the models that have been evaluated on the AI-KG dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "AI-KG" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What are the most commonly used benchmark datasets for the Multi-Task Learning research field?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?dataset ?dataset_lbl WHERE { ?problem a orkgc:Problem ; rdfs:label ?problem_lbl . FILTER ( str ( ?problem_lbl ) = "Multi-Task Learning" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: What models are being evaluated on the ModelNet40 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ModelNet40" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you provide links to code used in papers that benchmark the VGG8B + LocalLearning + CO model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "VGG8B + LocalLearning + CO" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Which model has achieved the highest Matched score on the MultiNLI benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Matched" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "MultiNLI" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Provide a list of benchmarked datasets related to the Information Extraction research area?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?dataset ?dataset_lbl WHERE { ?problem a orkgc:Problem ; rdfs:label ?problem_lbl . FILTER ( str ( ?problem_lbl ) = "Information Extraction" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: Can you list the models that have been evaluated on the BIOSSES dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BIOSSES" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What models are being evaluated on the TSE-NER dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "TSE-NER" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you list the models that have been evaluated on the Atari 2600 Asterix dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Asterix" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What is the top benchmark score and its metric on the Atari 2600 Kangaroo dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Kangaroo" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Provide a list of papers that have utilized the Ours: cross-sentence ALB model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Ours: cross-sentence ALB" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What are the metrics of evaluation over the Atari 2600 Road Runner dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Road Runner" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Which countries are considered in the papers about geopolitics?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> SELECT DISTINCT ?location WHERE { ?_ orkgp:compareContribution [ orkgp:P32 [ rdfs:label ?label ] ; orkgp:P5049 ?location ] FILTER ( REGEX ( STR ( ?label ) , "geopoli?tics" ) ) }

About which countries are there research papers on geopolitcs?


Question: Can you provide links to code used in papers that benchmark the ViT-B/16 model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "ViT-B/16" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: List the datasets benchmarked under the relation extraction research problem?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?dataset ?dataset_lbl WHERE { ?problem a orkgc:Problem ; rdfs:label ?problem_lbl . FILTER ( str ( ?problem_lbl ) = "relation extraction" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: What are the models that have been benchmarked on the CoNLL04 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "CoNLL04" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you provide the highest benchmark result, including the metric and score, for the Atari 2600 Gravitar dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Gravitar" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the best performing model benchmarking the Natural Questions dataset in terms of F1 (Long) metric?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "F1 (Long)" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Natural Questions" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What is the top benchmark score and its metric on the Atari 2600 Pong dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Pong" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the Dataset mentions in Social Sciences dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Dataset mentions in Social Sciences" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Indicate the model that performed best in terms of Score metric on the Atari 2600 Double Dunk benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Double Dunk" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: List the metrics that are used to evaluate models on the Ohsumed benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Ohsumed" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What evaluation metrics are commonly used when benchmarking models on the CommonsenseQA dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "CommonsenseQA" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Can you provide the highest benchmark result, including the metric and score, for the ImageNet dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ImageNet" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What evaluation metrics are commonly used when benchmarking models on the TACRED dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "TACRED" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: List the datasets benchmarked under the Sentiment Analysis research problem?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?dataset ?dataset_lbl WHERE { ?problem a orkgc:Problem ; rdfs:label ?problem_lbl . FILTER ( str ( ?problem_lbl ) = "Sentiment Analysis" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: What models are being evaluated on the BC2GM dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BC2GM" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: List the datasets benchmarked under the Automated Reinforcement Learning (AutoRL) research problem?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?dataset ?dataset_lbl WHERE { ?problem a orkgc:Problem ; rdfs:label ?problem_lbl . FILTER ( str ( ?problem_lbl ) = "Automated Reinforcement Learning (AutoRL)" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: What is the top benchmark result (metric and value) over the dataset Dataset mentions in Social Sciences?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Dataset mentions in Social Sciences" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Where can I find code references in papers that have used the Image Transformer model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Image Transformer" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Indicate the model that performed best in terms of ROUGE-L metric on the GigaWord benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "ROUGE-L" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "GigaWord" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What is the name of the top performing model in terms of Accuracy score when benchmarked on the Recipe dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Accuracy" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Recipe" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Where can I find code references in papers that have used the DARQN soft model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "DARQN soft" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the Food-101 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Food-101" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Provide a list of papers that have utilized the Linear SVM model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Linear SVM" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What are the titles and IDs of research papers that include a benchmark for the ARC (Challenge) dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ARC (Challenge)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: List the title and ID of research papers that contain a benchmark over the Atari 2600 Battle Zone dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Battle Zone" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What is the best performing model benchmarking the HMDB51 dataset in terms of Top-1 Accuracy metric?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Top-1 Accuracy" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "HMDB51" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: List the metrics that are used to evaluate models on the SNLI benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SNLI" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Which model has achieved the highest Top 5 Accuracy score on the ObjectNet benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Top 5 Accuracy" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ObjectNet" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Indicate the model that performed best in terms of Score metric on the Atari 2600 Pitfall! benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Pitfall!" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: List the metrics that are used to evaluate models on the IWSLT2015 German-English benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "IWSLT2015 German-English" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What are the metrics of evaluation over the WMT2016 Russian-English dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WMT2016 Russian-English" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Can you provide links to code used in papers that benchmark the LibLinear model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "LibLinear" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What models are being evaluated on the BC5CDR-chemical dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BC5CDR-chemical" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What are the metrics of evaluation over the Multimodal PISA dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Multimodal PISA" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Provide a list of papers that have utilized the EffNet-L2 (SAM) model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "EffNet-L2 (SAM)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: List the code links in papers that use the EneRex model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "EneRex" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Provide a list of papers that have utilized the AVID+CMA (Modified R2+1D-18 on Kinetics) model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "AVID+CMA (Modified R2+1D-18 on Kinetics)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Where can I find code references in papers that have used the DQN Best model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "DQN Best" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you provide links to code used in papers that benchmark the 12-layer Character Transformer Model model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "12-layer Character Transformer Model" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What is the highest benchmark result achieved on the STL-10 dataset, including the metric and its value?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "STL-10" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Can you list the models that have been evaluated on the CINIC-10 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "CINIC-10" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Which model has achieved the highest Score score on the Atari 2600 Berzerk benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Berzerk" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What models are being evaluated on the X-Sum dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "X-Sum" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What is the highest benchmark result achieved on the VTAB-1k dataset, including the metric and its value?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "VTAB-1k" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the name of the top performing model in terms of F1 entity level score when benchmarked on the BC5CDR-chemical dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "F1 entity level" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BC5CDR-chemical" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Provide a list of papers that have utilized the Rfa-Gate-Gaussian-Stateful (Small) model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Rfa-Gate-Gaussian-Stateful (Small)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Where can I find code references in papers that have used the Luna model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Luna" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Which model has achieved the highest Bits per byte score on the The Pile benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Bits per byte" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "The Pile" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: List the title and ID of research papers that contain a benchmark over the Annotated development corpus dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Annotated development corpus" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: List the metrics that are used to evaluate models on the Atari 2600 Bank Heist benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Bank Heist" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Could you provide a list of models that have been tested on the WebNLG benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WebNLG" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What was the most common type of approach for summarization before 2002?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> SELECT ?approach ?approach_label WHERE { orkgr:R6948 orkgp:compareContribution ?cont . ?cont orkgp:P15 ?implementation . ?implementation orkgp:P5043 ?approach . ?approach rdfs:label ?approach_label . } ORDER BY DESC ( COUNT ( ?approach_label ) ) LIMIT 1

Which was the most popular approach for summarization until 2002?


Question: Which model has achieved the highest Pre-Training Dataset score on the UCF101 benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Pre-Training Dataset" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "UCF101" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What evaluation metrics are commonly used when benchmarking models on the ACE 2004 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ACE 2004" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: List the code links in papers that use the FusionNet (single model) model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "FusionNet (single model)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What models are being evaluated on the Atari 2600 Tennis dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Tennis" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Which vegetables are utilized for betanin extraction?

SELECT ?vegetables, ?vegetables_labels
WHERE {
  orkgr:R75363 orkgp:compareContribution ?contrib.
  ?contrib orkgp:P35147 ?compounds.
  ?compounds rdfs:label ?compounds_labels.
  FILTER(REGEX(?compounds_labels, "etanin"))
  ?contrib orkgp:P35148 ?vegetables.
  ?vegetables rdfs:label ?vegetables_labels.
}

What vegetables are used in the process of betanin extraction?


Question: What is the name of the top performing model in terms of Top 1 Accuracy score when benchmarked on the ImageNet dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Top 1 Accuracy" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ImageNet" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What are the metrics of evaluation over the Car speed in Liuliqiao District, Beijing dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Car speed in Liuliqiao District, Beijing" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What are the research problems Vernier Effect is related to?

SELECT DISTINCT ?problems, ?problems_labels
WHERE {
  ?papers rdf:type orkgc:Paper.
  ?papers rdfs:label ?papers_labels.
  FILTER(REGEX(?papers_labels, "Vernier Effect", "i"))
  ?papers orkgp:P31 ?contrib.
  ?contrib orkgp:P32 ?problems.
  ?problems rdfs:label ?problems_labels.
}

What is the list of research problems related to Vernier effect?


Question: Are there any research problems with benchmark datasets in the realm of Natural Language Processing research?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?problem ?problem_lbl WHERE { ?rf a orkgc:ResearchField ; rdfs:label ?rf_label . FILTER ( str ( ?rf_label ) = "Natural Language Processing" ) ?paper orkgp:P30 ?rf ; orkgp:P31 ?cont . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . ?problem rdfs:label ?problem_lbl . }


Question: What models are being evaluated on the Scholarly entity usage detection dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Scholarly entity usage detection" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the WMT2014 English-French dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WMT2014 English-French" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Where can I find code references in papers that have used the ETL-Span model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "ETL-Span" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What are the models that have been benchmarked on the Atari 2600 Asteroids dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Asteroids" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Could you provide a list of models that have been tested on the smallNLP-KG benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "smallNLP-KG" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you list the models that have been evaluated on the HoC dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "HoC" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What evaluation metrics are commonly used when benchmarking models on the WebQuestions dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WebQuestions" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Can you list the models that have been evaluated on the SemEval-2010 Task 8 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SemEval-2010 Task 8" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you list the metrics used to evaluate models on the BC2GM dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BC2GM" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: List the title and ID of research papers that contain a benchmark over the ACE 2004 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ACE 2004" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What are the titles and IDs of research papers that include a benchmark for the SQuAD1.1 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SQuAD1.1" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you provide links to code used in papers that benchmark the SciBERT + CNN model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "SciBERT + CNN" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What is the top benchmark result (metric and value) over the dataset CS-NER?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "CS-NER" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What models are being evaluated on the SemEval-2018 Task 7 dataset dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SemEval-2018 Task 7 dataset" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What is the top benchmark result (metric and value) over the dataset Atari 2600 River Raid?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 River Raid" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What models are being evaluated on the HMDB51 (finetuned) dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "HMDB51 (finetuned)" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Which model has achieved the highest Accuracy score on the LAMBADA benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Accuracy" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "LAMBADA" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What evaluation metrics are commonly used when benchmarking models on the Recipe dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Recipe" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Where can I find code references in papers that have used the LeViT-256 model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "LeViT-256" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Could you provide a list of models that have been tested on the ImageNet 64x64 benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ImageNet 64x64" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What is the highest benchmark result achieved on the Atari 2600 Time Pilot dataset, including the metric and its value?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Time Pilot" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the name of the top performing model in terms of Accuracy (%) score when benchmarked on the FGVC Aircraft dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Accuracy (%)" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "FGVC Aircraft" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Provide a list of papers that have utilized the BiLSTM-CRF+ELMo model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "BiLSTM-CRF+ELMo" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What are the titles and IDs of research papers that include a benchmark for the MedSTS dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "MedSTS" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Where can I find code references in papers that have used the CAIT-M36-448 model for benchmarking purposes?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "CAIT-M36-448" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What models are being evaluated on the Paper Field dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Paper Field" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you list the models that have been evaluated on the Reacher, easy (DMControl100k) dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Reacher, easy (DMControl100k)" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you provide the highest benchmark result, including the metric and score, for the UrbanSound8k dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "UrbanSound8k" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What are the metrics of evaluation over the smallNLP-KG dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "smallNLP-KG" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the best performing model benchmarking the ChemProt dataset in terms of F1 metric?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "F1" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ChemProt" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What are the metrics of evaluation over the Words in Context dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Words in Context" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Which model has achieved the highest Score score on the Atari 2600 Skiing benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Skiing" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What is the top benchmark score and its metric on the Rotowire (Content Selection) dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Rotowire (Content Selection)" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Which model has achieved the highest ROUGE-1 score on the Pubmed benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "ROUGE-1" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Pubmed" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Can you list the metrics used to evaluate models on the Atari 2600 Star Gunner dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Star Gunner" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Can you provide the highest benchmark result, including the metric and score, for the MLDoc Zero-Shot English-to-Chinese dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "MLDoc Zero-Shot English-to-Chinese" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Can you list the models that have been evaluated on the SciERC dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SciERC" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What are the models that have been benchmarked on the DRI Corpus dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "DRI Corpus" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you provide links to code used in papers that benchmark the Biinclusion (Euro500kReuters) model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Biinclusion (Euro500kReuters)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What are the metrics of evaluation over the Classic dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Classic" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What are the models that have been benchmarked on the TriviaQA dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "TriviaQA" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: List the code links in papers that use the Transformer-XL + RMS dynamic eval model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Transformer-XL + RMS dynamic eval" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Provide a list of papers that have utilized the LNN-EL/ens model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "LNN-EL/ens" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Indicate the model that performed best in terms of Accuracy (%) metric on the STL-10 benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Accuracy (%)" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "STL-10" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Can you provide links to code used in papers that benchmark the SRU++ Large model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "SRU++ Large" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What models are being evaluated on the Atari 2600 Private Eye dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Private Eye" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Provide a list of papers that have utilized the DQN hs model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "DQN hs" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What evaluation metrics are commonly used when benchmarking models on the Stanford Dogs dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Stanford Dogs" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Can you provide the highest benchmark result, including the metric and score, for the SemEval-2021 Task 11 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SemEval-2021 Task 11" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What are the titles and IDs of research papers that include a benchmark for the Words in Context dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Words in Context" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What models are being evaluated on the ORKG-TDM dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ORKG-TDM" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What models are being evaluated on the WMT2014 English-French dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WMT2014 English-French" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: List the code links in papers that use the Transformer-XL Large model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Transformer-XL Large" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Provide a list of papers that have utilized the Stable and Transferable Mixture-of-Experts model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Stable and Transferable Mixture-of-Experts" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: List the title and ID of research papers that contain a benchmark over the UrbanSound8k dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "UrbanSound8k" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Provide a list of papers that have utilized the CAIT-XXS-24 model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "CAIT-XXS-24" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What is the top benchmark result (metric and value) over the dataset TREC-6?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "TREC-6" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the highest benchmark result achieved on the SemEval-2010 Task 8 dataset, including the metric and its value?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SemEval-2010 Task 8" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: Provide a list of papers that have utilized the EfficientNet-L2-475 (SAM) model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "EfficientNet-L2-475 (SAM)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you provide links to code used in papers that benchmark the Transformer model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Transformer" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you list the metrics used to evaluate models on the ScienceCite dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ScienceCite" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What are the metrics of evaluation over the AI-KG dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "AI-KG" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: List the code links in papers that use the Baseline : Random model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Baseline : Random" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Provide a list of papers that have utilized the VGG11B(3x) + LocalLearning model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "VGG11B(3x) + LocalLearning" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you provide links to code used in papers that benchmark the Recurrent Rational DQN Average model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Recurrent Rational DQN Average" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What models are being evaluated on the MLDoc Zero-Shot English-to-French dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "MLDoc Zero-Shot English-to-French" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What is the name of the top performing model in terms of Macro F1 score when benchmarked on the PWC Leaderboards (restricted) dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Macro F1" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "PWC Leaderboards (restricted)" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What are the titles and IDs of research papers that include a benchmark for the GAD dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "GAD" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you provide links to code used in papers that benchmark the PAR Transformer Base model?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "PAR Transformer Base" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you list the models that have been evaluated on the Atari 2600 Crazy Climber dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Crazy Climber" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you list the metrics used to evaluate models on the SciREX dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SciREX" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the AG News dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "AG News" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: List the title and ID of research papers that contain a benchmark over the 20NEWS dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "20NEWS" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What are the most commonly used benchmark datasets for the Text Generation research field?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?dataset ?dataset_lbl WHERE { ?problem a orkgc:Problem ; rdfs:label ?problem_lbl . FILTER ( str ( ?problem_lbl ) = "Text Generation" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: Can you list the models that have been evaluated on the Reuters En-De dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Reuters En-De" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What is the best performing model benchmarking the enwik8 dataset in terms of Number of params metric?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Number of params" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "enwik8" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What are the models that have been benchmarked on the Reuters RCV1/RCV2 German-to-English dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Reuters RCV1/RCV2 German-to-English" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }