Information Retrieval on NFCorpus (Recall@100, NDCG@10)
37.7Recall@100ReBOL-QR-UCB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReBOL-QR-UCBQuery Variant=QR, Acquisition=UCB, LLM=Gemini-2.5-Flash-Lite2026.03 | 37.7 | 40.2 | |
| ReBOL-IQ-GreedyQuery Variant=IQ, Acquisition=Greedy, LLM=Gemini-2.5-Flash-Lite2026.03 | 36.3 | 38.8 | |
| ReBOL-QR-GreedyQuery Variant=QR, Acquisition=Greedy, LLM=Gemini-2.5-Flash-Lite2026.03 | 36.1 | 40.1 | |
| ReBOL-IQ-UCBQuery Variant=IQ, Acquisition=UCB, LLM=Gemini-2.5-Flash-Lite2026.03 | 35.6 | 38.4 | |
| ReBOL-IQ-Top-kQuery Variant=IQ, Acquisition=Top-k, LLM=Gemini-2.5-Flash-Lite2026.03 | 34.3 | 38.3 | |
| ReBOL-QR-Top-kQuery Variant=QR, Acquisition=Top-k, LLM=Gemini-2.5-Flash-Lite2026.03 | 34.3 | 39.6 | |
| Dense (QR)Query Variant=QR, Backbone=all-MiniLM-L6-v22026.03 | 33.7 | 33.7 | |
| PW (QR)Query Variant=QR, LLM=Gemini-2.5-Flash-Lite, Method Class=Pairwise2026.03 | 33.7 | 39.3 | |
| LW-one-call (QR)Query Variant=QR, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=one-call2026.03 | 33.7 | 37.3 | |
| LW-window (QR)Query Variant=QR, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=window2026.03 | 33.7 | 39.9 | |
| ReBOL-QR-Rand.Query Variant=QR, Acquisition=Random, LLM=Gemini-2.5-Flash-Lite2026.03 | 32.8 | 33.8 | |
| Dense (IQ)Query Variant=IQ, Backbone=all-MiniLM-L6-v22026.03 | 30.8 | 31.6 | |
| PW (IQ)Query Variant=IQ, LLM=Gemini-2.5-Flash-Lite, Method Class=Pairwise2026.03 | 30.8 | 37.7 | |
| LW-one-call (IQ)Query Variant=IQ, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=one-call2026.03 | 30.8 | 36.4 | |
| LW-window (IQ)Query Variant=IQ, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=window2026.03 | 30.8 | 37.6 | |
| ReBOL-IQ-Rand.Query Variant=IQ, Acquisition=Random, LLM=Gemini-2.5-Flash-Lite2026.03 | 29.9 | 25.9 | |
| SPLADE2026.03 | 28.4 | 34.7 | |
| BM25 MFtype=MF2026.03 | 25 | 32.5 | |
| BM25 Flattype=Flat2026.03 | 24.6 | 32.2 |