paper-with-me

Coreference Resolution 벤치마크

Coreference Resolution on OntoNotes

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F1

64.21 69.06 73.91 78.75 83.6 2016-04 2026-11 Global — 64.21 (2016-04-11) NN Cluster Ranker — 65.29 (2016-06-04) Reward Rescaling — 65.73 (2016-09-27) e2e-coref — 67.2 (2017-07-21) e2e-coref + ELMo — 70.4 (2018-02-15) c2f-coref — 73.0 (2018-04-15) e2e-coref + ELMo + hyperparameter tuning — 72.3 (2018-04-15) E2E-CR + ASL — 67.8 (2018-10-01) BERT + EE — 76.61 (2019-07-01) Reinforced + ELMo — 73.8 (2019-07-01) SpanBERT — 79.6 (2019-07-24) BERT-large — 76.9 (2019-08-24) BERT-base — 73.9 (2019-08-24) U-MEM* + SpanBERT — 79.6 (2020-10-06) wl-coref + RoBERTa — 81.0 (2021-09-09) longdoc S (OntoNotes + 60k pseudo-singletons) — 80.6 (2021-09-20) longdoc S (ON + PreCo + LitBank + 30k pseudo-singletons) — 79.6 (2021-09-20) longdoc S (OntoNotes + PreCo + LitBank) — 79.2 (2021-09-20) G2GT SpanBERT-large reduced — 80.5 (2022-03-30) G2GT SpanBERT-large overlap — 80.2 (2022-03-30) LingMess — 81.4 (2022-05-25) U-MEM + Longformer — 80.9 (2022-08-30) ASP+T0-3B — 82.3 (2022-10-26) seq2seq — 83.3 (2022-11-22) caw-coref + RoBERTa — 81.6 (2023-10-09) Maverick_mes — 83.6 (2024-07-31) Global — 64.21 (2016-04-11) NN Cluster Ranker — 65.29 (2016-06-04) Reward Rescaling — 65.73 (2016-09-27) e2e-coref — 67.2 (2017-07-21) e2e-coref + ELMo — 70.4 (2018-02-15) c2f-coref — 73.0 (2018-04-15) BERT + EE — 76.61 (2019-07-01) SpanBERT — 79.6 (2019-07-24) wl-coref + RoBERTa — 81.0 (2021-09-09) LingMess — 81.4 (2022-05-25) ASP+T0-3B — 82.3 (2022-10-26) seq2seq — 83.3 (2022-11-22) Maverick_mes — 83.6 (2024-07-31)
RankModel F1 PaperCodeYear
1 Maverick_mes 83.6 Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trends sapienzanlp/maverick-coref 2024
2 seq2seq 83.3 Coreference Resolution through a seq2seq Transition-Based System google-research/google-research 2022
3 ASP+T0-3B 82.3 Autoregressive Structured Prediction with Language Models lyutyuh/asp 2022
4 caw-coref + RoBERTa 81.6 CAW-coref: Conjunction-Aware Word-level Coreference Resolution kareldo/wl-coref 2023
5 LingMess 81.4 LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolution shon-otmazgin/fastcoref · shon-otmazgin/lingmess-coref 2022
6 wl-coref + RoBERTa 81 Word-Level Coreference Resolution vdobrovolskii/wl-coref 2021
7 U-MEM + Longformer 80.9 Efficient and Interpretable Neural Models for Entity Tracking 2022
8 longdoc S (OntoNotes + 60k pseudo-singletons) 80.6 On Generalization in Coreference Resolution shtoshni/fast-coref · shtoshni92/fast-coref 2021
9 G2GT SpanBERT-large reduced 80.5 Graph Refinement for Coreference Resolution idiap/g2g-transformer 2022
10 G2GT SpanBERT-large overlap 80.2 Graph Refinement for Coreference Resolution idiap/g2g-transformer 2022
11 SpanBERT 79.6 SpanBERT: Improving Pre-training by Representing and Predicting Spans facebookresearch/SpanBERT · mandarjoshi90/coref · zixinzeng-jennifer/spanbert_trans · +3 2019
11 U-MEM* + SpanBERT 79.6 Learning to Ignore: Long Document Coreference with Bounded Memory Neural Networks shtoshni/fast-coref · shtoshni92/fast-coref · shtoshni92/long-doc-coref 2020
11 longdoc S (ON + PreCo + LitBank + 30k pseudo-singletons) 79.6 On Generalization in Coreference Resolution shtoshni/fast-coref · shtoshni92/fast-coref 2021
14 longdoc S (OntoNotes + PreCo + LitBank) 79.2 On Generalization in Coreference Resolution shtoshni/fast-coref · shtoshni92/fast-coref 2021
15 BERT-large 76.9 BERT for Coreference Resolution: Baselines and Analysis mandarjoshi90/coref · wooseok-AI/Korean_e2e_CR_BERT 2019
16 BERT + EE 76.61 Coreference Resolution with Entity Equalization kkjawz/coref-ee 2019
17 BERT-base 73.9 BERT for Coreference Resolution: Baselines and Analysis mandarjoshi90/coref · wooseok-AI/Korean_e2e_CR_BERT 2019
18 Reinforced + ELMo 73.8 End-to-end Deep Reinforcement Learning Based Coreference Resolution 2019
19 c2f-coref 73.0 Higher-order Coreference Resolution with Coarse-to-fine Inference kentonl/e2e-coref · shayneobrien/coreference-resolution · bkntr/coref-ee · +2 2018
20 e2e-coref + ELMo + hyperparameter tuning 72.3 Higher-order Coreference Resolution with Coarse-to-fine Inference kentonl/e2e-coref · shayneobrien/coreference-resolution · bkntr/coref-ee · +2 2018
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