task_path stringlengths 3 199 ⌀ | dataset stringlengths 1 128 ⌀ | model_name stringlengths 1 223 ⌀ | paper_url stringlengths 21 601 ⌀ | metric_name stringlengths 1 50 ⌀ | metric_value stringlengths 1 9.22k ⌀ |
|---|---|---|---|---|---|
Relation Extraction > Relation Classification | FewRel | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | F1 (5-way 5-shot | 70.8 |
Relation Extraction > Relation Classification | FewRel | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | F1 (10-way 1-shot) | 67.6 |
Relation Extraction > Relation Classification | FewRel | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | F1 (10-way 5-shot) | 66.4 |
Relation Extraction > Relation Classification | FewRel | DeepEx (zero-shot top-1) | https://arxiv.org/abs/2109.11171v1 | F1 | 48.8 |
Relation Extraction > Relation Classification | FewRel | DeepEx (zero-shot top-10) | https://arxiv.org/abs/2109.11171v1 | F1 | 92.9 |
Relation Extraction > Relation Classification | Discovery | BERT | http://arxiv.org/abs/1903.11850v1 | 1:1 Accuracy | 20.6 |
Relation Extraction > Relation Classification | MATRES | SCS-EERE | https://www.aaai.org/AAAI22Papers/AAAI-3912.ManH.pdf | F1 | 0.834 |
Relation Extraction > Relation Classification | SemEval 2010 Task 8 | BRCNN | https://aclanthology.org/P16-1072 | F1 | 86.3 |
Relation Extraction > Relation Classification | SemEval 2010 Task 8 | DRNNs | http://arxiv.org/abs/1601.03651v2 | F1 | 86.1 |
Relation Extraction > Relation Classification | SemEval 2010 Task 8 | depLCNN + NS | http://arxiv.org/abs/1506.07650v1 | F1 | 85.6 |
Relation Extraction > Relation Classification | SemEval 2010 Task 8 | SDP-LSTM | http://arxiv.org/abs/1508.03720v1 | F1 | 83.7 |
Relation Extraction > Relation Classification | SemEval 2010 Task 8 | DepNN | http://arxiv.org/abs/1507.04646v1 | F1 | 83.6 |
Relation Extraction > Relation Classification | SemEval 2010 Task 8 | MVRNN | https://aclanthology.org/D12-1110 | F1 | 82.4 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | DocRED | DL-MNAV | https://arxiv.org/abs/2205.02048v2 | F1 (1-Doc) | 7.05 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | DocRED | DL-MNAV | https://arxiv.org/abs/2205.02048v2 | F1 (3-Doc) | 8.42 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | FREDo | DL-MNAV | https://arxiv.org/abs/2205.02048v2 | F1 (1-Doc) | 7.05 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | FREDo | DL-MNAV | https://arxiv.org/abs/2205.02048v2 | F1 (3-Doc) | 8.42 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | FREDo (cross-domain) | DL-MNAV+SIE+SBN | https://arxiv.org/abs/2205.02048v2 | F1 (1-Doc) | 2.85 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | FREDo (cross-domain) | DL-MNAV+SIE+SBN | https://arxiv.org/abs/2205.02048v2 | F1 (3-Doc) | 3.72 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | SciERC | DL-MNAV+SIE+SBN | https://arxiv.org/abs/2205.02048v2 | F1 (1-Doc) | 2.85 |
Relation Extraction > Relation Classification > Few-Shot Relation Classification | SciERC | DL-MNAV+SIE+SBN | https://arxiv.org/abs/2205.02048v2 | F1 (3-Doc) | 3.72 |
Relation Extraction > Document-level Relation Extraction | DWIE | VaeDiff-DocRE | https://arxiv.org/abs/2412.13503v2 | F1 | 0.7307 |
Relation Extraction > Document-level Relation Extraction | Re-DocRED | VaeDiff-DocRE | https://arxiv.org/abs/2412.13503v2 | F1 | 0.7903 |
Relation Extraction > Document-level Relation Extraction | Bc8 | BioRex+Directionality | https://arxiv.org/abs/2501.14079v1 | Evaluation Macro F1 | 56.06 |
Relation Extraction > Document-level Relation Extraction | DocRED-IE | REXEL | https://arxiv.org/abs/2404.12788v1 | Relation F1 | 60.10 |
Relation Extraction > Document-level Relation Extraction > Document-level RE with incomplete labeling | ChemDisGene | TTM-RE | https://arxiv.org/abs/2406.05906v1 | F1 | 53.59 |
Relation Extraction > Document-level Relation Extraction > Document-level RE with incomplete labeling | ChemDisGene | SSR-PU | https://arxiv.org/abs/2210.08709v2 | F1 | 48.56 |
Relation Extraction > Document-level Relation Extraction > Document-level RE with incomplete labeling | ChemDisGene | ATLOP | https://arxiv.org/abs/2210.08709v2 | F1 | 42.73 |
Relation Extraction > Document-level Relation Extraction > Document-level RE with incomplete labeling | Re-DocRED | SSR-PU | https://arxiv.org/abs/2210.08709v2 | Ign F1 | 58.68 |
Relation Extraction > Document-level Relation Extraction > Document-level RE with incomplete labeling | Re-DocRED | SSR-PU | https://arxiv.org/abs/2210.08709v2 | F1 | 59.50 |
Relation Extraction > Document-level Relation Extraction > Document-level RE with incomplete labeling | Re-DocRED | ATLOP | https://arxiv.org/abs/2210.08709v2 | Ign F1 | 45.09 |
Relation Extraction > Document-level Relation Extraction > Document-level RE with incomplete labeling | Re-DocRED | ATLOP | https://arxiv.org/abs/2210.08709v2 | F1 | 45.19 |
Relation Extraction > Joint Entity and Relation Extraction | SemEval-2022 Task-12 | MRC-based NER + Span pair classification with solid marker + ensemble | https://aclanthology.org/2022.semeval-1.231 | Relation F1 | 37.19 |
Relation Extraction > Joint Entity and Relation Extraction | SemEval-2022 Task-12 | MRC-based NER + Span pair classification with solid marker + ensemble | https://aclanthology.org/2022.semeval-1.231 | Entity F1 (partial) | 47.61 |
Relation Extraction > Joint Entity and Relation Extraction | SemEval-2022 Task-12 | SciBERT (mean pooling / no preprocessing) | https://arxiv.org/abs/2203.05325v2 | Relation F1 | 32.28 |
Relation Extraction > Joint Entity and Relation Extraction | SemEval-2022 Task-12 | SciBERT (mean pooling / no preprocessing) | https://arxiv.org/abs/2203.05325v2 | Entity F1 (partial) | 41.21 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG | SPN | https://arxiv.org/abs/2011.01675v2 | F1 | 93.4 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG | TDEER | https://aclanthology.org/2021.emnlp-main.635 | F1 | 93.1 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG | OpenUE | https://aclanthology.org/2020.emnlp-demos.1 | F1 | 89.9 |
Relation Extraction > Joint Entity and Relation Extraction | DocRED-IE | REXEL | https://arxiv.org/abs/2404.12788v1 | Relation F1 | 39.06 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | ReGen (Ours) T2G.CE | https://arxiv.org/abs/2108.12472v1 | F1 | 72.3 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | ReGen | https://arxiv.org/abs/2211.10511v1 | F1 | 72.3 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | Grapher (Text Nodes and Class Edges) | https://arxiv.org/abs/2211.10511v1 | F1 | 72.2 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | ReGen (Ours) T2G.RL | https://arxiv.org/abs/2108.12472v1 | F1 | 72 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | Amazon AI (Shanghai) (guo-etal-2020-2) | https://arxiv.org/abs/2108.12472v1 | F1 | 68.9 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | Amazon AI | https://arxiv.org/abs/2211.10511v1 | F1 | 68.9 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | bt5 (agarwal-etal-2020-machine) | https://arxiv.org/abs/2108.12472v1 | F1 | 68.2 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | BTS | https://arxiv.org/abs/2211.10511v1 | F1 | 68.2 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | CycleGT | https://arxiv.org/abs/2211.10511v1 | F1 | 34.2 |
Relation Extraction > Joint Entity and Relation Extraction | WebNLG 3.0 | Stanford OIE | https://arxiv.org/abs/2211.10511v1 | F1 | 15.8 |
Relation Extraction > Joint Entity and Relation Extraction | 2012 i2b2 Temporal Relations | Finetuned REBEL | https://ceur-ws.org/Vol-3370/paper2.pdf | Macro F1 | 0.58 |
Relation Extraction > Joint Entity and Relation Extraction | TekGen | ReGen-SCST | https://arxiv.org/abs/2108.12472v1 | F1 | 62.3 |
Relation Extraction > Joint Entity and Relation Extraction | TekGen | ReGen-CE | https://arxiv.org/abs/2108.12472v1 | F1 | 61.9 |
Relation Extraction > Joint Entity and Relation Extraction | DocRED | REBEL+pretraining | https://github.com/Babelscape/rebel | Relation F1 | 47.1 |
Relation Extraction > Joint Entity and Relation Extraction | DocRED | REBEL | https://github.com/Babelscape/rebel | Relation F1 | 41.8 |
Relation Extraction > Joint Entity and Relation Extraction | DocRED | Joint-M+GC | https://arxiv.org/abs/2205.01909v1 | Relation F1 | 40.62 |
Relation Extraction > Joint Entity and Relation Extraction | DocRED | JEREX | https://arxiv.org/abs/2102.05980v2 | Relation F1 | 40.38 |
Relation Extraction > Joint Entity and Relation Extraction | DocRED | REXEL | https://arxiv.org/abs/2404.12788v1 | Relation F1 | 39.06 |
Relation Extraction > Joint Entity and Relation Extraction | DocRED | seq2rel | https://arxiv.org/abs/2204.01098v2 | Relation F1 | 38.2 |
Relation Extraction > Joint Entity and Relation Extraction | ACE2005 | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 90.2 |
Relation Extraction > Joint Entity and Relation Extraction | ACE2005 | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 58.9 |
Relation Extraction > Joint Entity and Relation Extraction | ACE2005 | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 90.0 |
Relation Extraction > Joint Entity and Relation Extraction | ACE2005 | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 66.8 |
Relation Extraction > Joint Entity and Relation Extraction | ACE2005 | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 31.8 |
Relation Extraction > Joint Entity and Relation Extraction | ACE2005 | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 5.3 |
Relation Extraction > Joint Entity and Relation Extraction | KPI-EDGAR | KPI-BERT | https://arxiv.org/abs/2210.09163v1 | Relation F1 | 43.76 |
Relation Extraction > Joint Entity and Relation Extraction | CDR | seq2rel | https://arxiv.org/abs/2204.01098v2 | Relation F1 | 40.2 |
Relation Extraction > Joint Entity and Relation Extraction | ACE 2005 | Ours: cross-sentence ALB | https://arxiv.org/abs/2010.12812v2 | Relation F1 | 62.2 |
Relation Extraction > Joint Entity and Relation Extraction | GDA | seq2rel | https://arxiv.org/abs/2204.01098v2 | Relation F1 | 55.2 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | SPN | https://arxiv.org/abs/2011.01675v2 | F1 | 92.5 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | TDEER | https://aclanthology.org/2021.emnlp-main.635 | F1 | 92.5 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 95.9 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 93.3 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 95.4 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 93.7 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 60.5 |
Relation Extraction > Joint Entity and Relation Extraction | NYT | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 28.6 |
Relation Extraction > Joint Entity and Relation Extraction | CoNLL04 | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 78.3 |
Relation Extraction > Joint Entity and Relation Extraction | CoNLL04 | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 90.7 |
Relation Extraction > Joint Entity and Relation Extraction | CoNLL04 | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 72.8 |
Relation Extraction > Joint Entity and Relation Extraction | CoNLL04 | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 88.4 |
Relation Extraction > Joint Entity and Relation Extraction | CoNLL04 | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 25.8 |
Relation Extraction > Joint Entity and Relation Extraction | CoNLL04 | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 48.3 |
Relation Extraction > Joint Entity and Relation Extraction | ADE Corpus | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 91.1 |
Relation Extraction > Joint Entity and Relation Extraction | ADE Corpus | DeepStruct multi-task w/ finetune | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 83.8 |
Relation Extraction > Joint Entity and Relation Extraction | ADE Corpus | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 90.5 |
Relation Extraction > Joint Entity and Relation Extraction | ADE Corpus | DeepStruct multi-task | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 83.6 |
Relation Extraction > Joint Entity and Relation Extraction | ADE Corpus | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Entity F1 | 60.7 |
Relation Extraction > Joint Entity and Relation Extraction | ADE Corpus | Deepstruct zero-shot | https://arxiv.org/abs/2205.10475v2 | Relation F1 | 10.6 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | PL-Marker | https://arxiv.org/abs/2109.06067v5 | Entity F1 | 69.9 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | PL-Marker | https://arxiv.org/abs/2109.06067v5 | Relation F1 | 53.2 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | PL-Marker | https://arxiv.org/abs/2109.06067v5 | RE+ Micro F1 | 41.6 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | PL-Marker | https://arxiv.org/abs/2109.06067v5 | Cross Sentence | Yes |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | TriMF | https://arxiv.org/abs/2101.10213v3 | Entity F1 | 70.17 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | TriMF | https://arxiv.org/abs/2101.10213v3 | Relation F1 | 52.44 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | SpERT.PL (SciBERT) | http://ceur-ws.org/Vol-3004/paper2.pdf | Entity F1 | 70.53 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | SpERT.PL (SciBERT) | http://ceur-ws.org/Vol-3004/paper2.pdf | Relation F1 | 51.25 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | SpERT.PL (SciBERT) | http://ceur-ws.org/Vol-3004/paper2.pdf | Cross Sentence | No |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | SpERT (with overlap) | https://arxiv.org/abs/1909.07755v4 | Entity F1 | 70.3 |
Relation Extraction > Joint Entity and Relation Extraction | SciERC | SpERT (with overlap) | https://arxiv.org/abs/1909.07755v4 | Relation F1 | 50.84 |
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