Question: What are the metrics of evaluation over the MNIST 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 ) = "MNIST" ) ?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 Multimodal PISA?

PREFIX rdfs: <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 ) = "Multimodal PISA" ) ?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 CMLM+LAT+4 iterations 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 ) = "CMLM+LAT+4 iterations" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


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

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?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 ) = "Annotated development corpus" ) ?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 Reacher, easy (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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Reacher, easy (DMControl500k)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


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

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Seaquest" ) ?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 GAD?

PREFIX rdfs: <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 ) = "GAD" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the top benchmark score and its metric 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 ?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 ) = "CIFAR-10 Image Classification" ) ?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: Could you provide a list of models that have been tested on the WMT2016 Romanian-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 ) = "WMT2016 Romanian-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 list the models that have been evaluated on the Ball in cup, catch (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 ) = "Ball in cup, catch (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: Provide a list of research paper titles and IDs that have benchmarked models on the IWSLT2015 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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "IWSLT2015 German-English" ) ?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 Atari 2600 Tennis dataset?

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


Question: What are the models that have been benchmarked on the Atari 2600 Zaxxon 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 Zaxxon" ) ?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 SemEval-2021 Task 11 dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SemEval-2021 Task 11" ) ?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 ClueWeb09-B 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 ) = "ClueWeb09-B" ) ?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 DeiT-B 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 ) = "DeiT-B" ) ?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 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 ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Birdsnap" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the name of the top performing model in terms of F1 entity level 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 entity level" ) { 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: Provide a list of papers that have utilized the CvT-13-NAS 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 ) = "CvT-13-NAS" ) ?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 Score score 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 { ?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 Gravitar" ) ?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 SemEval-2010 Task 8 dataset in terms of F1 metric?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "F1" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SemEval-2010 Task 8" ) ?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 CoNLL++ 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 ) = "CoNLL++" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Where can I find code references in papers that have used the DY-MobileNetV2 ×0.35 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 ) = "DY-MobileNetV2 ×0.35" ) ?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 CitClus 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 ) = "CitClus" ) ?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 Habitat 2020 Object Nav test-std 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 ) = "Habitat 2020 Object Nav test-std" ) ?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 Atari 2600 Amidar 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 Amidar" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the minimum and maximum installed capacity for each energy source considered?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX xsd: <http://www.w3.org/2001/XMLSchema#> SELECT ?energy_sources_labels ( MIN ( ?installed_cap_value ) AS ?min_installed_cap_value ) ( MAX ( ?installed_cap_value ) AS ?max_installed_cap_value ) WHERE { orkgr:R153801 orkgp:compareContribution ?contrib . ?contrib orkgp:P43135 ?energy_sources . ?energy_sources rdfs:label ?energy_sources_labels ; orkgp:P43133 ?installed_capacity . ?installed_capacity orkgp:HAS_VALUE ?value . BIND ( xsd:float ( ?value ) AS ?installed_cap_value ) }

What are extreme values of installed capacity grouped by energy source?


Question: Can you list benchmarked problems in the area of Computer Sciences?

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


Question: Could you provide a list of models that have been tested on the ADE Corpus 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 ) = "ADE Corpus" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Indicate the model that performed best in terms of F1 metric on the Paper Field 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 ) = "Paper Field" ) ?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 RNN 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 ) = "RNN" ) ?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 ScienceCite dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ScienceCite" ) ?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 WMT2016 Czech-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 ) = "WMT2016 Czech-English" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What are the metrics of evaluation over 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 ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "ADE Corpus" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Can you list the models that have been evaluated on the Penn Treebank 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 ) = "Penn Treebank" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: What is the name of the top performing model in terms of Accuracy (%) score when benchmarked on the DTD 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 ) = "DTD" ) ?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 All-attention network - 36 layers 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 ) = "All-attention network - 36 layers" ) ?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 Trellis Network 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 ) = "Trellis Network" ) ?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 BLEU score on the WMT2016 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 { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "BLEU" ) { SELECT ?model ?model_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 . ?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 Transformer-XL 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 ) = "Transformer-XL" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What evaluation metrics are commonly used when benchmarking models on the BoolQ 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 ) = "BoolQ" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What are the metrics of evaluation over the WMT2016 English-Romanian 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 English-Romanian" ) ?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 MLDoc Zero-Shot English-to-French?

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


Question: Which model has achieved the highest Score score on the Atari 2600 Frostbite 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 Frostbite" ) ?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 Cartpole, swingup (DMControl500k) 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 ) = "Cartpole, swingup (DMControl500k)" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Can you list the models that have been evaluated on the MLDoc Zero-Shot German-to-French dataset?

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


Question: Can you provide the highest benchmark result, including the metric and score, for the CL-SciSumm 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 ) = "CL-SciSumm" ) ?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 AWD-LSTM-MoS + ATOI 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 ) = "AWD-LSTM-MoS + ATOI" ) ?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 Open Entity dataset in terms of F1 metric?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "F1" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Open Entity" ) ?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 Reuters RCV1/RCV2 English-to-German 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 ) = "Reuters RCV1/RCV2 English-to-German" ) ?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 Star Gunner dataset?

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


Question: What are the metrics of evaluation over the NYT-single 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 ) = "NYT-single" ) ?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 score and its metric on the WebNLG 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 ) = "WebNLG" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the average installed capacity for each energy source considered in 5 year intervals?

SELECT ?rangeId ?energy_sources_labels (AVG(?installed_cap_value AS ?avg_installed_cap_value))
WHERE {
  orkgr:R153801 orkgp:compareContribution ?contrib.
  ?paper orkgp:P31 ?contrib;
         orkgp:P29 ?year.
  BIND(xsd:int(?year) AS ?y).
  VALUES(?rangeId ?min ?max) {
    ("2001-2005" 2001 2005)
    ("2006-2010" 2006 2010)
    ("2011-2015" 2011 2015)
    ("2016-2020" 2016 2020)
  }
  FILTER(?min <= ?y && ?y <= ?max).
  ?contrib orkgp:P43135 ?energy_sources.
  ?energy_sources rdfs:label ?energy_sources_labels;
                  orkgp:P43133 ?installed_capacity.
  ?installed_capacity orkgp:HAS_VALUE ?value.
  BIND(xsd:float(?value) AS ?installed_cap_value).
}
ORDER BY ASC(?rangeId)

What are the mean values of installed capacity for 5 years intervals grouped by energy source ?


Question: What evaluation metrics are commonly used when benchmarking models on the DTD 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 ) = "DTD" ) ?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 end-to-end relation extraction model model in any benchmark?

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


Question: What evaluation metrics are commonly used when benchmarking models on the HMDB51 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 ) = "HMDB51" ) ?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 NLP-TDMS (Exp, arXiv only) dataset in terms of Micro F1 metric?

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


Question: Where can I find code references in papers that have used the HNEABP (BWEL) 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 ) = "HNEABP (BWEL)" ) ?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 Crazy Climber?

PREFIX rdfs: <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 Crazy Climber" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the name of the top performing model in terms of F1 score when benchmarked on the BC5CDR 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 ) = "BC5CDR" ) ?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: Who is the author of the most recent paper about insects?

SELECT ?author_name
WHERE {
  {
    SELECT ?publication_date_ AS ?date_of_the_latest_paper {
      ?paper_ a orkgc:Paper;
              rdfs:label ?title_;
              orkgp:P28 ?publication_month_;
              orkgp:P29 ?publication_year_.
      OPTIONAL {
        ?publication_month_ rdfs:label ?publication_month_label_
      }
      OPTIONAL {
        ?publication_year_ rdfs:label ?publication_year_label_
      }
      BIND(
        xsd:integer(
          IF(
            BOUND(?publication_month_label_),
            ?publication_month_label_,
            ?publication_month_
          )
        ) AS ?publication_month_as_number_
      )
      BIND(
        xsd:integer(
          IF(
            BOUND(?publication_year_label_),
            ?publication_year_label_,
            ?publication_year_
          )
        ) AS ?publication_year_as_number_
      )
      BIND(
        xsd:dateTime(
          CONCAT(
            ?publication_year_as_number_,
            "-",
            ?publication_month_as_number_,
            "-01T00:00:00.000-00:00"
          )
        )
        AS ?publication_date_
      )
      FILTER(
        ?publication_month_as_number_ > 0 && ?publication_month_as_number_ < 13 && ?publication_year_as_number_ > 0 && ?publication_year_as_number_ < 2023
      )
      FILTER(REGEX(STR(?title_), "insect"))
    }
    ORDER BY DESC(?publication_date_)
    LIMIT 1
  }
  ?paper a orkgc:Paper;
           rdfs:label ?title;
           orkgp:P27 ?author;
           orkgp:P28 ?publication_month;
           orkgp:P29 ?publication_year.
  OPTIONAL {
     ?publication_month rdfs:label ?publication_month_label
  }
  OPTIONAL {
    ?publication_year rdfs:label ?publication_year_label
  }
  OPTIONAL {
    ?author rdfs:label ?author_label
  }
  BIND(
    IF(
      BOUND(?author_label),
      ?author_label,
      ?author
    ) AS ?author_name
  )
  BIND(
    xsd:integer(
      IF(
        BOUND(?publication_month_label),
        ?publication_month_label,
        ?publication_month
      )
    ) AS ?publication_month_as_number
  )
  BIND(
    xsd:integer(
      IF(
        BOUND(?publication_year_label),
        ?publication_year_label,
        ?publication_year
      )
    ) AS ?publication_year_as_number
  )
  BIND(
    xsd:dateTime(
      CONCAT(
        ?publication_year_as_number,
        "-",
        ?publication_month_as_number,
        "-01T00:00:00.000-00:00"
      )
    )
    AS ?publication_date
  )
  FILTER(
    ?publication_month_as_number > 0 && ?publication_month_as_number < 13 && ?publication_year_as_number > 0 && ?publication_year_as_number < 2023
  )
  FILTER(
    REGEX(
      STR(?title),
      "insect"
    ) && ?publication_date = ?date_of_the_latest_paper
  )
}

By whom the lattest study about insects was undertaken?


Question: What is the top benchmark score and its metric on the Atari 2600 Amidar 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 Amidar" ) ?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: Does "PRISMA hyperspectral mission" use ENVI software?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX xsd: <http://www.w3.org/2001/XMLSchema#> SELECT ?uses_ENVI WHERE { ?papers rdfs:label ?titles . FILTER ( REGEX ( ?titles , "PRISMA" ) ) ?papers orkgp:P31 ?cont . ?cont orkgp:P23031 ?software . ?software rdfs:label ?software_labels . BIND ( IF ( ?software_labels = "ENVI" ^^ xsd:string , "Yes" , "No" ) AS ?uses_ENVI ) } ORDER BY DESC ( ?uses_ENVI ) LIMIT 1

Does the paper "paper title" uses ENVI software?


Question: When the earliest paper related to X-rays was published?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT ?publication_years WHERE { ?papers rdf:type orkgc:Paper . ?papers rdfs:label ?papers_labels . FILTER ( REGEX ( ?papers_labels , "X-ray" , "i" ) ) ?papers orkgp:P29 ?publication_years . } ORDER BY ASC ( ?publication_years ) LIMIT 1

What is the date of the first paper related to XRays?


Question: What is the name of the top performing model in terms of Number of params score when benchmarked on 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 ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Number of params" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Text8" ) ?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: Which model has achieved the highest F1 score on the ScienceCite 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 ) = "ScienceCite" ) ?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 can one use instead of wheat flour?

PREFIX orkgp: <http://orkg.org/orkg/predicate/> SELECT DISTINCT ?flour WHERE { ?_ orkgp:P37571 ?flour . }

What can be used as a substitute for wheat flour in composite bread?


Question: List the code links in papers that use the Hierarchical transformer encoder + conditional copy 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 ) = "Hierarchical transformer encoder + conditional copy" ) ?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 Atari 2600 James Bond dataset in terms of Medium Human-Normalized 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 ) = "Medium Human-Normalized Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 James Bond" ) ?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 Score score when benchmarked on the Atari 2600 Demon Attack 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 Demon Attack" ) ?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 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 { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "JNLPBA" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?paper orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?paper orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } }


Question: Can you provide the highest benchmark result, including the metric and score, for the 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 ?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 ) = "Yelp Fine-grained classification" ) ?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 CS-NER dataset?

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


Question: Where can I find code references in papers that have used the GPT-3 (few-shot) 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 ) = "GPT-3 (few-shot)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Can you provide the highest benchmark result, including the metric and score, 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 ?metric ?metric_lbl ( MAX ( ?value ) AS ?score ) WHERE { { SELECT ?metric ?metric_lbl ?value WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "RotoWire" ) ?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 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 ?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 ) = "ner_dataset_recognition" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


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

PREFIX rdfs: <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 ) = "ScienceIE" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the best performing model benchmarking the IMDb 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 ) = "IMDb" ) ?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 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 ?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 ) = "One Billion Word" ) ?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 BiLSTM-TDN(ResNet-101) 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 ) = "BiLSTM-TDN(ResNet-101)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Indicate the model that performed best in terms of % Train Accuracy metric on the SNLI benchmark dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "% Train Accuracy" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "SNLI" ) ?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 CNN / Daily Mail dataset in terms of ROUGE-1 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 ) = "ROUGE-1" ) { SELECT ?model ?model_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 . ?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 AWD-LSTM-MoS + dynamic eval model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "AWD-LSTM-MoS + dynamic eval" ) ?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 WMT2016 Russian-English dataset?

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


Question: Where can I find code references in papers that have used the GRU 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 ) = "GRU" ) ?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 Transformer Base + adversarial MLE model in any benchmark?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Transformer Base + adversarial MLE" ) ?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 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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "CoNLL 2003 (English)" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: What are the metrics of evaluation over the BC5CDR-disease 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-disease" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the name of the top performing model in terms of Micro F1 score when benchmarked on the GAD dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?model ?model_lbl WHERE { ?metric a orkgc:Metric ; rdfs:label ?metric_lbl . FILTER ( str ( ?metric_lbl ) = "Micro F1" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "GAD" ) ?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 Car speed in Liuliqiao District, Beijing dataset?

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


Question: What is the best performing model benchmarking the Atari 2600 HERO dataset in terms of Best 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 ) = "Best Score" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 HERO" ) ?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 VTAB-1k 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 ) = "VTAB-1k" ) ?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 BIOSSES 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 ) = "BIOSSES" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Could you provide a list of models that have been tested on the Atari 2600 Alien 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 Alien" ) ?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 Reading Twice for NLU 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 ) = "Reading Twice for NLU" ) ?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 AG News dataset in terms of Error 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 ) = "Error" ) { SELECT ?model ?model_lbl 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 ; 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: How many studies do use Chloride as major anion?

SELECT COUNT(?anions_labels) AS ?chloride_count
WHERE {
  orkgr:R110597 orkgp:compareContribution ?contrib.
  ?contrib orkgp:P37458 ?anions.
  ?anions rdfs:label ?anions_labels.
  FILTER(REGEX(?anions_labels, "Chloride"^^xsd:string))
}

What is the number of studies that make use of Chloride as a major anion?


Question: What is the top benchmark score and its metric on the NCBI-disease 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 ) = "NCBI-disease" ) ?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 WMT2016 Russian-English dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "WMT2016 Russian-English" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?paper orkgp:P31 ?cont ; rdfs:label ?paper_lbl . }


Question: Give me a list of research papers along with their titles and IDs, that have performed benchmarks on the Cartpole, swingup (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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Cartpole, swingup (DMControl500k)" ) ?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 Accuracy metric on the 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 { ?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 ) = "MNIST" ) ?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 WOS-46985 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 ) = "WOS-46985" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Where can I find code references in papers that have used the Prior+Duel noop 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 ) = "Prior+Duel noop" ) ?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 Accuracy score 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 { ?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-Japanese" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: Where can I find code references in papers that have used the Large mLSTM +emb +WN +VD 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 ) = "Large mLSTM +emb +WN +VD" ) ?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 Pong dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Pong" ) ?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 arXiv 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 ) = "arXiv" ) ?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 Abstracts\' entities and relations annotated 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 ) = "Abstracts\' entities and relations annotated corpus" ) ?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 Document Reader (single model) model?

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


Question: What is the highest benchmark result achieved on the QNLI 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 ) = "QNLI" ) ?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 XDC 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 ) = "XDC" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: Indicate the model that performed best in terms of Score metric on the Atari 2600 Phoenix 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 Phoenix" ) ?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 Rainbow DQN 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 ) = "Rainbow DQN" ) ?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 DDQN (tuned) hs 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 ) = "DDQN (tuned) hs" ) ?benchmark orkgp:HAS_DATASET ?dataset . ?cont orkgp:HAS_BENCHMARK ?benchmark . ?cont orkgp:HAS_MODEL ?model ; orkgp:HAS_SOURCE_CODE ?code . }


Question: What risk factors for OSA are discovered in the paper with 100% OSA frequency?

SELECT ?risk_factors, ?risk_factors_labels
WHERE {
  orkgr:R110932 orkgp:compareContribution ?contrib.
  ?contrib orkgp:P37530 ?osa_frequency.
  ?osa_frequency rdfs:label ?osa_frequency_values.
  ?contrib orkgp:P37528 ?risk_factors.
  ?risk_factors rdfs:label ?risk_factors_labels.
  FILTER(REGEX(?osa_frequency_values, "100"^^xsd:string))
}

What is the list of risk factors for obstuctive sleep apnea mentioned in papers with a 100% OSA ferquency?


Question: Which model has achieved the highest Bit per Character (BPC) score on the enwiki8 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 ) = "Bit per Character (BPC)" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "enwiki8" ) ?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 SciBERT 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 ) = "SciBERT" ) ?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 MultiRC 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 ) = "MultiRC" ) ?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 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 ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Atari 2600 Centipede" ) ?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 WebNLG benchmark dataset?

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


Question: What evaluation metrics are commonly used when benchmarking models on the ACL Anthology 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 Anthology" ) ?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 ART/CoreSC 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 ) = "ART/CoreSC" ) ?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 SST-2 Binary classification 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 ) = "SST-2 Binary classification" ) ?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 Extended Transformer Construction 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 ) = "Extended Transformer Construction" ) ?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 A2C + SIL 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 ) = "A2C + SIL" ) ?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 NYT29 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 ) = "NYT29" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: Could you provide a list of models that have been tested on the MRPC 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 ) = "MRPC" ) ?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 Atari 2600 Pitfall! benchmark dataset?

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


Question: List the metrics that are used to evaluate models on the Dataset mentions in Social Sciences 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 ) = "Dataset mentions in Social Sciences" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } }


Question: What is the name of the top performing model in terms of Micro F1 score when benchmarked on the ChemProt dataset?

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


Question: What is the name of the top performing model in terms of Accuracy (%) score when benchmarked on the Oxford-IIIT Pets 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 ) = "Oxford-IIIT Pets" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What models are being evaluated on the 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 ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "Text8" ) ?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 Natural Questions (long) 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 ) = "Natural Questions (long)" ) ?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 F1 metric on the Quora Question Pairs 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 ) = "Quora Question Pairs" ) ?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 SQuAD2.0 dev 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 ) = "SQuAD2.0 dev" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


Question: What is the highest benchmark result achieved on the CORLL 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 ) = "CORLL" ) ?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 FTD 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 ?paper ?paper_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "FTD dataset" ) ?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 Accuracy metric on the 20NEWS 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 ) = "20NEWS" ) ?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 (10-fold) metric on the UrbanSound8k 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 (10-fold)" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "UrbanSound8k" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; 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 Quora Question Pairs 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 ) = "Quora Question Pairs" ) ?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 TriviaQA dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "TriviaQA" ) ?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 FGVC Aircraft dataset?

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


Question: What is the best performing model benchmarking the GigaWord dataset in terms of ROUGE-1 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 ) = "ROUGE-1" ) { SELECT ?model ?model_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "GigaWord" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value ; orkgp:HAS_METRIC ?metric . ?cont orkgp:HAS_BENCHMARK ?benchmark ; orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } ORDER BY DESC ( ?value ) LIMIT 1 } }


Question: What is the highest benchmark result achieved on the CoNLL 2003 (English) 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 ) = "CoNLL 2003 (English)" ) ?benchmark orkgp:HAS_DATASET ?dataset ; orkgp:HAS_EVALUATION ?eval . ?eval orkgp:HAS_VALUE ?value . OPTIONAL { ?eval orkgp:HAS_METRIC ?metric . ?metric rdfs:label ?metric_lbl . } ?cont orkgp:HAS_BENCHMARK ?benchmark . OPTIONAL { ?cont orkgp:HAS_MODEL ?model . ?model rdfs:label ?model_lbl . } } ORDER BY DESC ( ?value ) } } GROUP BY ?metric ?metric_lbl


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

PREFIX rdfs: <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 ) = "AudioSet" ) ?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 BUCC German-to-English dataset?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?metric ?metric_lbl WHERE { ?dataset a orkgc:Dataset ; rdfs:label ?dataset_lbl . FILTER ( str ( ?dataset_lbl ) = "BUCC German-to-English" ) ?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 Rfa-Gate-Gaussian-Stateful (Big) model and include the links to their code?

PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> PREFIX orkgp: <http://orkg.org/orkg/predicate/> PREFIX orkgc: <http://orkg.org/orkg/class/> SELECT DISTINCT ?code WHERE { ?model a orkgc:Model ; rdfs:label ?model_lbl . FILTER ( str ( ?model_lbl ) = "Rfa-Gate-Gaussian-Stateful (Big)" ) ?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 BLEU score score when benchmarked on the WMT2016 Czech-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 ) = "WMT2016 Czech-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 models are being evaluated on the CL-SciSumm 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 ) = "CL-SciSumm" ) ?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 . } }