Fact Retrieval on AcademicEval Abstract-single
29F1Thought-Retriever
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Thought-Retrieverretriever=Contriever, max_context_length=2,000 tokens2026.04 | 29 | 50 | |
| Nous Hermescontext_window=32k2026.04 | 24.7 | 30 | |
| Qwen3-Embed-8btype=retriever-based, max_context_length=2,000 tokens2026.04 | 24.5 | 28 | |
| IRCoTtype=retriever-based, max_context_length=2,000 tokens2026.04 | 24.3 | 25 | |
| Contrievertype=retriever-based, max_context_length=2,000 tokens2026.04 | 24.2 | 13 | |
| RECOMPtype=retriever-based, max_context_length=2,000 tokens2026.04 | 23.7 | 7 | |
| DRAGONtype=retriever-based, max_context_length=2,000 tokens2026.04 | 23.6 | 7 | |
| BM25type=retriever-based, max_context_length=2,000 tokens2026.04 | 21.2 | 7 | |
| DPRtype=retriever-based, max_context_length=2,000 tokens2026.04 | 20.6 | 4 | |
| TF-IDFtype=retriever-based, max_context_length=2,000 tokens2026.04 | 20.2 | 4 | |
| OpenOrcacontext_window=8k2026.04 | 17.5 | 20 | |
| Full Contextvariant=left2026.04 | 11.8 | 2 | |
| Full Contextvariant=right2026.04 | 11.8 | 1 |