paper-with-me

Entity Typing 벤치마크

Entity Typing on Open Entity

13개 결과 · ⬇ CSV · JSON

F1

31.3 43.03 54.75 66.48 78.2 2018-07 2026-11 UFET-biLSTM — 31.3 (2018-07-13) LabelGCN — 36.9 (2019-03-06) LDET — 40.1 (2019-05-04) MLMET — 78.2 (2020-10-02) Box4Type — 44.8 (2021-01-02) MLMET — 49.1 (2021-06-08) LRN — 45.4 (2021-09-13) UniST-Large — 49.9 (2022-05-04) Prompt + NPCRF (replicated by Adaseq) — 50.1 (2022-12-03) Prompt Learning (replicated by Adaseq)） — 49.3 (2022-12-03) RoBERTa-Large + NPCRF (replicated by Adaseq) — 47.3 (2022-12-03) RoBERTa-Large (replicated by Adaseq) — 43.8 (2022-12-03) MCCE-B (replicated by Adaseq) — 52.1 (2022-12-18) UFET-biLSTM — 31.3 (2018-07-13) LabelGCN — 36.9 (2019-03-06) LDET — 40.1 (2019-05-04) MLMET — 78.2 (2020-10-02)
RankModel F1 PaperCodeYear
1 MLMET 78.2 LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention huggingface/transformers · PaddlePaddle/PaddleNLP · studio-ousia/luke · +6 2020
2 MCCE-B (replicated by Adaseq) 52.1 Recall, Expand and Multi-Candidate Cross-Encode: Fast and Accurate Ultra-Fine Entity Typing modelscope/adaseq 2022
3 Prompt + NPCRF (replicated by Adaseq) 50.1 Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field modelscope/adaseq 2022
4 UniST-Large 49.9 Unified Semantic Typing with Meaningful Label Inference luka-group/unist 2022
5 Prompt Learning (replicated by Adaseq)） 49.3 Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field modelscope/adaseq 2022
6 MLMET 49.1 Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model HKUST-KnowComp/MLMET 2021
7 RoBERTa-Large + NPCRF (replicated by Adaseq) 47.3 Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field modelscope/adaseq 2022
8 LRN 45.4 Fine-grained Entity Typing via Label Reasoning 2021
9 Box4Type 44.8 Modeling Fine-Grained Entity Types with Box Embeddings yasumasaonoe/Box4Types 2021
10 RoBERTa-Large (replicated by Adaseq) 43.8 Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field modelscope/adaseq 2022
11 LDET 40.1 Learning to Denoise Distantly-Labeled Data for Entity Typing yasumasaonoe/DenoiseET 2019
12 LabelGCN 36.9 Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing xwhan/Extremely-Fine-Grained-Entity-Typing 2019
13 UFET-biLSTM 31.3 Ultra-Fine Entity Typing uwnlp/open_type 2018
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