Question: Can you provide links to code used in papers that benchmark the AWD-LSTM + dynamic eval 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 ) = "AWD-LSTM + dynamic eval" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What is the best performing model benchmarking the PWC Leaderboards (restricted) dataset in terms of Micro Recall 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 ) = "Micro Recall" ) { 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: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the BUCC French-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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BUCC French-to-English" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you provide the highest benchmark result, including the metric and score, for the Story Cloze Test 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 ) = "Story Cloze Test" ) ?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 models that have been benchmarked 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 ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "TACRED" ) ?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 Atari 2600 Phoenix 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 Phoenix" ) ?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 BiGRU 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 ) = "BiGRU" ) ?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 Feedback 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 ) = "Feedback 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 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 ?metric ?metric_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 . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the best performing model benchmarking the HMDB51 (finetuned) 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 (finetuned)" ) ?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 the highest benchmark result, including the metric and score, for 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 ?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 ) = "SentEval" ) ?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 code links in papers that use the KNN 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 ) = "KNN" ) ?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 CoLA 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 ) = "CoLA" ) ?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 Scaling Transformers 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 ) = "Scaling Transformers" ) ?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 Krull 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 Krull" ) ?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 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 ?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 ) = "AG News" ) ?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: Name the datasets that have been used for benchmarking in the PointGoal Navigation 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 ) = "PointGoal Navigation" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: Indicate the model that performed best in terms of Senseval 3 metric on the Supervised: 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 ) = "Senseval 3" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Supervised:" ) ?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 CNN / Daily Mail 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 ) = "CNN / Daily Mail" ) ?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 NLP-TDMS (Exp, arXiv only) 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 ) = "NLP-TDMS (Exp, arXiv only)" ) ?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 provide the highest benchmark result, including the metric and score, for the Atari 2600 Yars Revenge 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 Yars Revenge" ) ?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 DAT 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 ) = "DAT" ) ?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 SearchQA 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 ) = "SearchQA" ) ?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 MLDoc Zero-Shot English-to-Chinese dataset in terms of 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 ) = "Accuracy" ) { SELECT ?model ?model_lbl 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 ; 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: Could you provide a list of models that have been tested on the Atari 2600 Gravitar 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 ) = "Atari 2600 Gravitar" ) ?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 WikiText-2 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 ) = "WikiText-2" ) ?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 Stanford Cars dataset in terms of 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 ) = "Accuracy (%)" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Stanford Cars" ) ?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 5 fold cross validation metric on the Cornell Grasp Dataset 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 ) = "5 fold cross validation" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Cornell Grasp Dataset" ) ?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 BLEU score score when benchmarked on the WMT2014 French-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 { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "BLEU score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WMT2014 French-English" ) ?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 Bowling 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 Bowling" ) ?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 provide links to code used in papers that benchmark the CAIT-S-48 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 ) = "CAIT-S-48" ) ?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 research paper titles and IDs that have benchmarked 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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BC2GM" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What are the models that have been benchmarked on the MUTAG 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 ) = "MUTAG" ) ?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 SpERT 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 ) = "SpERT" ) ?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 Open Entity 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 ) = "Open Entity" ) ?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 F1 score on the HoC 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 ) = "F1" ) { SELECT ?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 . ?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 SciERC 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 ) = "SciERC" ) ?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 D-NLI 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 ) = "D-NLI" ) ?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 Ice Hockey 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 Ice Hockey" ) ?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 research paper titles and IDs that have benchmarked models on the CoLA 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 ) = "CoLA" ) ?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 OA-STM 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 ) = "OA-STM" ) ?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 Precision metric on the Rotowire (Content Selection) 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 ) = "Precision" ) { SELECT ?model ?model_lbl 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 ; 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 Classifier Chain + SMO 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 ) = "Classifier Chain + SMO" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What is the best performing model benchmarking the Multimodal PISA dataset in terms of 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 ) = "Accuracy (%)" ) { SELECT ?model ?model_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 . ?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: Could you provide a list of models that have been tested on the CoNLL++ 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 ) = "CoNLL++" ) ?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 Atari 2600 Yars Revenge 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 Yars Revenge" ) ?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 metrics that are used to evaluate models on the SemEval-2010 Task 8 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 ) = "SemEval-2010 Task 8" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the top benchmark result (metric and value) over the dataset Text8?

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 ) = "Text8" ) ?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 CoLA 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 ) = "CoLA" ) ?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 Krull 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 Krull" ) ?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 research paper titles and IDs that have benchmarked models on the Atari 2600 Robotank 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 Robotank" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Could you provide a list of models that have been tested on the WMT2014 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 ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WMT2014 German-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 . } }


Question: Can you provide links to code used in papers that benchmark the Compressive 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 ) = "Compressive Transformer" ) ?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 Cheetah, run (DMControl100k) 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 ) = "Cheetah, run (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: Provide a list of papers that have utilized the LSTM Encoder-Decoder + LSTM-LM 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 ) = "LSTM Encoder-Decoder + LSTM-LM" ) ?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 Concept pointer+DS 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 ) = "Concept pointer+DS" ) ?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 GENIA - UAS 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 ) = "GENIA - UAS" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What is the name of the top performing model in terms of FLOPS score when benchmarked on the CIFAR-10 Image Classification 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 ) = "FLOPS" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "CIFAR-10 Image Classification" ) ?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 Twitter 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 ) = "Twitter" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What is the highest benchmark result achieved on the Atari 2600 Frostbite 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 Frostbite" ) ?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 title and ID of research papers that contain a benchmark over the Quasart-T 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 ) = "Quasart-T" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What evaluation metrics are commonly used when benchmarking models on the NLP-TDMS 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 ) = "NLP-TDMS" ) ?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 DQN+SR 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+SR" ) ?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 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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "One Billion Word" ) ?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 Atari 2600 Centipede 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 Centipede" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you list the metrics used to evaluate models 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 ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ModelNet40" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Indicate the model that performed best in terms of ROUGE-1 metric on the arXiv 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 ) = "arXiv" ) ?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 code links in papers that use the GPT-3 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 ) = "GPT-3" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What is the most common substrate for catalysts?

PREFIX orkgp: <http://orkg.org/orkg/predicate/> SELECT ?substrate WHERE { orkgr:R25900 orkgp:compareContribution ?contrib . ?contrib orkgp:P15090 ?substrate . } ORDER BY DESC ( COUNT ( ?substrate ) ) LIMIT 1

Which substrate is most commonly used as a catalyst in the papers?


Question: Could you provide a list of models that have been tested on the OA-STM 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 ) = "OA-STM" ) ?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 MLDoc Zero-Shot English-to-German 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 ) = "MLDoc Zero-Shot English-to-German" ) ?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 SQuAD2.0 dev 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 ) = "SQuAD2.0 dev" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What models are being evaluated on the Amazon 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 ) = "Amazon" ) ?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 MEMEN (ensemble) 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 ) = "MEMEN (ensemble)" ) ?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 Atari 2600 Time Pilot 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 Time Pilot" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you provide the highest benchmark result, including the metric and score, for the enwik8 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 ) = "enwik8" ) ?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 Amazon-5 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 ) = "Amazon-5" ) ?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 Battle Zone 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 Battle Zone" ) ?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 Kinetics-600 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 ) = "Kinetics-600" ) ?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 CommitmentBank 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 ) = "CommitmentBank" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Could you provide a list of models that have been tested on the MLDoc Zero-Shot English-to-Japanese 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 ) = "MLDoc Zero-Shot English-to-Japanese" ) ?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 WOS-46985 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 ) = "WOS-46985" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the average reproductive number for studies?

PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX xsd: <http://www.w3.org/2001/XMLSchema#> SELECT ( AVG ( ?reproductive_number ) AS ?average_reproductive_number ) WHERE { orkgr:R44930 orkgp:compareContribution ?contrib . ?contrib orkgp:P23140 ?basic_reproductive_number . ?basic_reproductive_number orkgp:HAS_VALUE ?value BIND ( xsd:float ( ?value ) AS ?reproductive_number ) }

What is the mean basic reproductive number in the COVID studies?


Question: Provide a list of research paper titles and IDs that have benchmarked models on the ADE 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 ) = "ADE Corpus" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Provide a list of research paper titles and IDs that have benchmarked models 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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Private Eye" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Which model has achieved the highest Accuracy (%) score on the Hendrycks Test 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 ) = "Hendrycks Test" ) ?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 Accuracy metric on the MLDoc Zero-Shot English-to-Russian 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 ) = "MLDoc Zero-Shot English-to-Russian" ) ?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 BC5CDR-chemical 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 ) = "BC5CDR-chemical" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the highest benchmark result achieved on the Atari 2600 Phoenix 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 Phoenix" ) ?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 Atari 2600 Yars Revenge 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 Yars Revenge" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you provide the highest benchmark result, including the metric and score, for the ESC-50 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 ) = "ESC-50" ) ?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 ACL-ARC 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 ) = "ACL-ARC" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: List the metrics that are used to evaluate models on the MLDoc Zero-Shot English-to-Japanese 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 ) = "MLDoc Zero-Shot English-to-Japanese" ) ?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 Atari 2600 Breakout dataset in terms of Score 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 ) = "Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Breakout" ) ?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 models that have been evaluated on the Birdsnap 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 ) = "Birdsnap" ) ?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 Stanford Cars 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 ) = "Stanford Cars" ) ?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: Indicate the model that performed best in terms of Accuracy metric on the WNLI 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 ) = "WNLI" ) ?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 most commonly used benchmark datasets for the Open link prediction 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 ) = "Open link prediction" ) ?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 ner_dataset_recognition 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 ) = "ner_dataset_recognition" ) ?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 2-layer Norm HyperLSTM 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 ) = "2-layer Norm HyperLSTM" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Name the datasets that have been used for benchmarking in the Machine Translation 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 ) = "Machine Translation" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: List the title and ID of research papers that contain a benchmark over the Yelp Fine-grained classification 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 ) = "Yelp Fine-grained classification" ) ?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 Kangaroo 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 Kangaroo" ) ?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 Atari 2600 Solaris 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 Solaris" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What are the titles and IDs of research papers that include a benchmark for the RotoWire 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 ) = "RotoWire" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you list the models that have been evaluated on the Yelp-5 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 ) = "Yelp-5" ) ?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 OntoNotes?

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 ) = "OntoNotes" ) ?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 metrics used to evaluate models on the PolyAI Reddit 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 ) = "PolyAI Reddit" ) ?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 Hutter Prize 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 ) = "Hutter Prize" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What is the highest benchmark result achieved on the Atari 2600 Pitfall! 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 Pitfall!" ) ?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 metrics used to evaluate models on the UCF101 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 ) = "UCF101" ) ?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 Sparse Transformer (30 layers, fixed attn) 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 ) = "Sparse Transformer (30 layers, fixed attn)" ) ?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 Cornell Grasp 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 ) = "Cornell Grasp 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: Which model has achieved the highest nDCG@20 score on the ClueWeb09-B 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 ) = "nDCG@20" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ClueWeb09-B" ) ?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: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the ARC-PDN 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-PDN" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Provide a list of research paper titles and IDs that have benchmarked models on the SciTLDR 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 ) = "SciTLDR" ) ?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 MultiCCA + 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 ) = "MultiCCA + CNN" ) ?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 Best Score score on the Atari 2600 Q*Bert 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 ) = "Best Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Q*Bert" ) ?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 best performing model benchmarking the STL-10 dataset in terms of Percentage correct 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 ) = "Percentage correct" ) { 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: List the title and ID of research papers that contain a benchmark over the Text8 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 ) = "Text8" ) ?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 ESIM + ELMo Ensemble 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 ) = "ESIM + ELMo Ensemble" ) ?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 Lunar Lander (OpenAI Gym) 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 ) = "Lunar Lander (OpenAI Gym)" ) ?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 metrics used to evaluate models on the WMT2016 German-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 German-English" ) ?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 Neural cache model (size = 2,000) 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 ) = "Neural cache model (size = 2,000)" ) ?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 Atari 2600 Enduro 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 Enduro" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Can you list the models that have been evaluated 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 ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "CommonsenseQA" ) ?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 title and ID of research papers that contain a benchmark over the iNaturalist 2018 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 ) = "iNaturalist 2018" ) ?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 Oxford 102 Flowers 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 ) = "Oxford 102 Flowers" ) ?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 RGBD+DD-PPO 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 ) = "RGBD+DD-PPO" ) ?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 Atari 2600 Ice Hockey 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 Ice Hockey" ) ?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 Nottingham 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 ) = "Nottingham" ) ?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 metrics that are used to evaluate models on the MLDoc Zero-Shot English-to-Russian 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 ) = "MLDoc Zero-Shot English-to-Russian" ) ?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 Performer 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 ) = "Performer" ) ?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 Atari 2600 Defender?

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 Defender" ) ?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 Cheetah, run (DMControl500k) 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 ) = "Cheetah, run (DMControl500k)" ) ?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 Cartpole, swingup (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 WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Cartpole, swingup (DMControl100k)" ) ?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 CoNLL 2003 (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 ) = "CoNLL 2003 (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 . } }


Question: What are areas of study?

SELECT DISTINCT ?areas, ?areas_labels
WHERE {
  orkgr:R155445 orkgp:compareContribution ?contrib.
  ?contrib orkgp:P37041 ?areas.
  ?areas rdfs:label ?areas_labels.
}


Question: What are the titles and IDs of research papers that include a benchmark for the Atari 2600 Berzerk 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 Berzerk" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Provide a list of benchmarked datasets related to the Constituency Parsing 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 ) = "Constituency Parsing" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: What is major reactant for "Microwave-Assisted Cobinamide Synthesis"?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> SELECT ?reactant WHERE { ?papers rdfs:label ?titles . FILTER ( REGEX ( ?titles , "Microwave-Assisted Cobinamide Synthesis" ) ) ?papers orkgp:P31 ?cont . ?cont orkgp:P37557 ?reactant . }

What is the major reactant of paper "paper title"?


Question: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the Winograd Schema 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 ) = "Winograd Schema Challenge" ) ?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 NCBI_BERT(base) (P+M) 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 ) = "NCBI_BERT(base) (P+M)" ) ?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 Atari 2600 Gopher 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 Gopher" ) ?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 models that have been benchmarked on the WMT2016 English-Russian 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 ) = "WMT2016 English-Russian" ) ?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 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 ?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 ) = "20NEWS" ) ?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 Relation-Metric with AT 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 ) = "Relation-Metric with AT" ) ?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 score and its metric on the Atari 2600 Beam Rider 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 Beam Rider" ) ?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 Yelp-14 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 ) = "Yelp-14" ) ?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 FS-LSTM-4 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 ) = "FS-LSTM-4" ) ?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 DEQ-Transformer (small) 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 ) = "DEQ-Transformer (small)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What is the name of the top performing model in terms of F1 score when benchmarked on the JNLPBA 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" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "JNLPBA" ) ?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 BUCC Chinese-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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BUCC Chinese-to-English" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Which model has achieved the highest MRR score on the FB15k 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 ) = "MRR" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "FB15k" ) ?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 highest benchmark result achieved on the HoC 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 ) = "HoC" ) ?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 CeiT-T (384 finetune res) 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 ) = "CeiT-T (384 finetune res)" ) ?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 EfficientNetV2-S 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 ) = "EfficientNetV2-S" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: List the metrics that are used to evaluate models on the Scholarly entity usage detection 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 ) = "Scholarly entity usage detection" ) ?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 NAT-M3 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 ) = "NAT-M3" ) ?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 SciBert (Finetune) 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 (Finetune)" ) ?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 benchmarked datasets related to the Neural Architecture Search 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 ) = "Neural Architecture Search" ) ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:P32 ?problem . }


Question: Could you provide a list of models that have been tested on the Kuzushiji-MNIST 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 ) = "Kuzushiji-MNIST" ) ?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 . } }