Relation Extraction on Re-TACRED
65.15Micro F1Ours (mix-OBO)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (mix-OBO)K=32, Base Model=RetrievalRE2025.05 | 65.15 | — | |
| Ours (mix-AAO)K=32, Base Model=RetrievalRE2025.05 | 64.85 | — | |
| Ours (mix-OBO)K=32, Base Model=KnowPrompt2025.05 | 64.58 | — | |
| Ours (mix-AAO)K=32, Base Model=KnowPrompt2025.05 | 63.55 | — | |
| Ours (mix-OBO)K=16, Base Model=RetrievalRE2025.05 | 62.61 | — | |
| KnowPromptK=322025.05 | 62.34 | — | |
| RetrievalREK=322025.05 | 61.8 | — | |
| Ours (mix-AAO)K=16, Base Model=RetrievalRE2025.05 | 61.15 | — | |
| Ours (mix-OBO)K=16, Base Model=KnowPrompt2025.05 | 61.09 | — | |
| Ours (mix-AAO)K=16, Base Model=KnowPrompt2025.05 | 59.97 | — | |
| Ours (mix-OBO)K=8, Base Model=RetrievalRE2025.05 | 58.6 | — | |
| Ours (mix-OBO)K=8, Base Model=KnowPrompt2025.05 | 57.41 | — | |
| KnowPromptK=162025.05 | 56.51 | — | |
| Ours (mix-AAO)K=8, Base Model=KnowPrompt2025.05 | 56.01 | — | |
| RetrievalREK=162025.05 | 55.79 | — | |
| Ours (mix-AAO)K=8, Base Model=RetrievalRE2025.05 | 55.43 | — | |
| Ours (pure)K=32, Base Model=KnowPrompt2025.05 | 50.72 | — | |
| Ours (pure)K=32, Base Model=RetrievalRE2025.05 | 50.05 | — | |
| KnowPromptK=82025.05 | 44.77 | — | |
| Ours (constant)K=16, Base Model=RetrievalRE2025.05 | 41.48 | — | |
| Ours (pure)K=16, Base Model=KnowPrompt2025.05 | 40.33 | — | |
| Ours (constant)K=16, Base Model=KnowPrompt2025.05 | 39.53 | — | |
| Ours (pure)K=16, Base Model=RetrievalRE2025.05 | 39.21 | — | |
| Ours (constant)K=8, Base Model=KnowPrompt2025.05 | 36.01 | — | |
| Data GenerationK=32, Base Model=RetrievalRE2025.05 | 35.94 | — | |
| Data GenerationK=16, Base Model=RetrievalRE2025.05 | 35.03 | — | |
| Ours (pure)K=8, Base Model=KnowPrompt2025.05 | 34.77 | — | |
| RetrievalREK=82025.05 | 33.73 | — | |
| Direct-REPrompting=Direct LLM2025.05 | 33.3 | — | |
| Ours (constant)K=8, Base Model=RetrievalRE2025.05 | 33.28 | — | |
| Data GenerationK=16, Base Model=KnowPrompt2025.05 | 32.21 | — | |
| Data GenerationK=32, Base Model=KnowPrompt2025.05 | 32.04 | — | |
| Data GenerationK=8, Base Model=RetrievalRE2025.05 | 31.21 | — | |
| Data GenerationK=8, Base Model=KnowPrompt2025.05 | 28.52 | — | |
| Ours (pure)K=8, Base Model=RetrievalRE2025.05 | 27.92 | — | |
| EXOBRAIN2024.04 | — | 91.4 | |
| GAP2024.04 | — | 91.4 | |
| RAG4REbackbone=Flan T5-XL2024.04 | — | 73.3 |