# Information Retrieval on Scifact (Recall@100, NDCG@10) Source: [Information Retrieval on Scifact (Recall@100, NDCG@10)]() Collection index: [llms.txt]() Data updated: 2026-03-24T12:57:23.114Z Evaluation of Information Retrieval performance on the SciFact dataset, focusing on Recall@100 and NDCG@10 metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Information Retrieval | | Dataset (including any stated split) | scifact | | Metric | Recall@100 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Recall@100](): Higher is better; unit: PERCENT. - [NDCG@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@100 | Result date | Report paper | | --- | --- | --- | --- | | ReBOL-QR-Greedy | 96.7 | Not recorded | 69c21a910636e5bf4afc48dd | | ReBOL-QR-UCB | 96.7 | Not recorded | 69c21a910636e5bf4afc48dd | | Dense (QR) | 96.6 | Not recorded | 69c21a910636e5bf4afc48dd | | PW (QR) | 96.6 | Not recorded | 69c21a910636e5bf4afc48dd | | LW-one-call (QR) | 96.6 | Not recorded | 69c21a910636e5bf4afc48dd | | LW-window (QR) | 96.6 | Not recorded | 69c21a910636e5bf4afc48dd | | ReBOL-QR-Rand. | 96.2 | Not recorded | 69c21a910636e5bf4afc48dd | | ReBOL-IQ-Greedy | 96 | Not recorded | 69c21a910636e5bf4afc48dd | | ReBOL-IQ-UCB | 93.7 | Not recorded | 69c21a910636e5bf4afc48dd | | SPLADE | 93.5 | Not recorded | 69c21a910636e5bf4afc48dd | | ReBOL-QR-Top-k | 93.5 | Not recorded | 69c21a910636e5bf4afc48dd | | Dense (IQ) | 92.8 | Not recorded | 69c21a910636e5bf4afc48dd | | PW (IQ) | 92.8 | Not recorded | 69c21a910636e5bf4afc48dd | | LW-one-call (IQ) | 92.8 | Not recorded | 69c21a910636e5bf4afc48dd | | LW-window (IQ) | 92.8 | Not recorded | 69c21a910636e5bf4afc48dd | | ReBOL-IQ-Top-k | 92.8 | Not recorded | 69c21a910636e5bf4afc48dd | | BM25 Flat | 92.5 | Not recorded | 69c21a910636e5bf4afc48dd | | ReBOL-IQ-Rand. | 91.2 | Not recorded | 69c21a910636e5bf4afc48dd | | BM25 MF | 90.8 | Not recorded | 69c21a910636e5bf4afc48dd | ### ReBOL-QR-Greedy Recall@100: 96.7. Result ID: 69c28a2947f34ce924aaa4b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"QR","Acquisition":"Greedy","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### ReBOL-QR-UCB Recall@100: 96.7. Result ID: 69c28a2947f34ce924aaa4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"QR","Acquisition":"UCB","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### Dense (QR) Recall@100: 96.6. Result ID: 69c28a2947f34ce924aaa4a7. [Reporting paper]() Recorded evaluation configuration: {"Query Variant":"QR","Backbone":"all-MiniLM-L6-v2"}. This record does not assert independent reproduction. ### PW (QR) Recall@100: 96.6. Result ID: 69c28a2947f34ce924aaa4a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"QR","LLM":"Gemini-2.5-Flash-Lite","Method Class":"Pairwise"}. This record does not assert independent reproduction. ### LW-one-call (QR) Recall@100: 96.6. Result ID: 69c28a2947f34ce924aaa4a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"QR","LLM":"Gemini-2.5-Flash-Lite","Method Class":"Listwise","Mode":"one-call"}. This record does not assert independent reproduction. ### LW-window (QR) Recall@100: 96.6. Result ID: 69c28a2947f34ce924aaa4aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"QR","LLM":"Gemini-2.5-Flash-Lite","Method Class":"Listwise","Mode":"window"}. This record does not assert independent reproduction. ### ReBOL-QR-Rand. Recall@100: 96.2. Result ID: 69c28a2947f34ce924aaa4af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"QR","Acquisition":"Random","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### ReBOL-IQ-Greedy Recall@100: 96. Result ID: 69c28a2947f34ce924aaa4ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"IQ","Acquisition":"Greedy","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### ReBOL-IQ-UCB Recall@100: 93.7. Result ID: 69c28a2947f34ce924aaa4ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"IQ","Acquisition":"UCB","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### SPLADE Recall@100: 93.5. Result ID: 69c28a2947f34ce924aaa4a2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReBOL-QR-Top-k Recall@100: 93.5. Result ID: 69c28a2947f34ce924aaa4b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"QR","Acquisition":"Top-k","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### Dense (IQ) Recall@100: 92.8. Result ID: 69c28a2947f34ce924aaa4a3. [Reporting paper]() Recorded evaluation configuration: {"Query Variant":"IQ","Backbone":"all-MiniLM-L6-v2"}. This record does not assert independent reproduction. ### PW (IQ) Recall@100: 92.8. Result ID: 69c28a2947f34ce924aaa4a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"IQ","LLM":"Gemini-2.5-Flash-Lite","Method Class":"Pairwise"}. This record does not assert independent reproduction. ### LW-one-call (IQ) Recall@100: 92.8. Result ID: 69c28a2947f34ce924aaa4a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"IQ","LLM":"Gemini-2.5-Flash-Lite","Method Class":"Listwise","Mode":"one-call"}. This record does not assert independent reproduction. ### LW-window (IQ) Recall@100: 92.8. Result ID: 69c28a2947f34ce924aaa4a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"IQ","LLM":"Gemini-2.5-Flash-Lite","Method Class":"Listwise","Mode":"window"}. This record does not assert independent reproduction. ### ReBOL-IQ-Top-k Recall@100: 92.8. Result ID: 69c28a2947f34ce924aaa4ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"IQ","Acquisition":"Top-k","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### BM25 Flat Recall@100: 92.5. Result ID: 69c28a2947f34ce924aaa4a0. [Reporting paper]() Recorded evaluation configuration: {"type":"Flat"}. This record does not assert independent reproduction. ### ReBOL-IQ-Rand. Recall@100: 91.2. Result ID: 69c28a2947f34ce924aaa4ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Variant":"IQ","Acquisition":"Random","LLM":"Gemini-2.5-Flash-Lite"}. This record does not assert independent reproduction. ### BM25 MF Recall@100: 90.8. Result ID: 69c28a2947f34ce924aaa4a1. [Reporting paper]() Recorded evaluation configuration: {"type":"MF"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.