Information Retrieval on Scifact (Recall@100, NDCG@10)
96.7Recall@100ReBOL-QR-Greedy
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReBOL-QR-GreedyQuery Variant=QR, Acquisition=Greedy, LLM=Gemini-2.5-Flash-Lite2026.03 | 96.7 | 73.5 | |
| ReBOL-QR-UCBQuery Variant=QR, Acquisition=UCB, LLM=Gemini-2.5-Flash-Lite2026.03 | 96.7 | 73.5 | |
| Dense (QR)Query Variant=QR, Backbone=all-MiniLM-L6-v22026.03 | 96.6 | 70.3 | |
| PW (QR)Query Variant=QR, LLM=Gemini-2.5-Flash-Lite, Method Class=Pairwise2026.03 | 96.6 | 71 | |
| LW-one-call (QR)Query Variant=QR, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=one-call2026.03 | 96.6 | 76.1 | |
| LW-window (QR)Query Variant=QR, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=window2026.03 | 96.6 | 76.7 | |
| ReBOL-QR-Rand.Query Variant=QR, Acquisition=Random, LLM=Gemini-2.5-Flash-Lite2026.03 | 96.2 | 70 | |
| ReBOL-IQ-GreedyQuery Variant=IQ, Acquisition=Greedy, LLM=Gemini-2.5-Flash-Lite2026.03 | 96 | 69.4 | |
| ReBOL-IQ-UCBQuery Variant=IQ, Acquisition=UCB, LLM=Gemini-2.5-Flash-Lite2026.03 | 93.7 | 69.3 | |
| SPLADE2026.03 | 93.5 | 70.4 | |
| ReBOL-QR-Top-kQuery Variant=QR, Acquisition=Top-k, LLM=Gemini-2.5-Flash-Lite2026.03 | 93.5 | 73.3 | |
| Dense (IQ)Query Variant=IQ, Backbone=all-MiniLM-L6-v22026.03 | 92.8 | 64.9 | |
| PW (IQ)Query Variant=IQ, LLM=Gemini-2.5-Flash-Lite, Method Class=Pairwise2026.03 | 92.8 | 70.4 | |
| LW-one-call (IQ)Query Variant=IQ, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=one-call2026.03 | 92.8 | 73 | |
| LW-window (IQ)Query Variant=IQ, LLM=Gemini-2.5-Flash-Lite, Method Class=Listwise, Mode=window2026.03 | 92.8 | 74.4 | |
| ReBOL-IQ-Top-kQuery Variant=IQ, Acquisition=Top-k, LLM=Gemini-2.5-Flash-Lite2026.03 | 92.8 | 66.7 | |
| BM25 Flattype=Flat2026.03 | 92.5 | 67.9 | |
| ReBOL-IQ-Rand.Query Variant=IQ, Acquisition=Random, LLM=Gemini-2.5-Flash-Lite2026.03 | 91.2 | 54.5 | |
| BM25 MFtype=MF2026.03 | 90.8 | 66.5 |