# Information Retrieval on Touche BEIR 2020 Source: [Information Retrieval on Touche BEIR 2020]() Collection index: [llms.txt]() Data updated: 2026-03-20T09:45:08.475Z Evaluation of Information Retrieval performance on the Touche BEIR 2020 dataset, measured using NDCG@10. 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) | Touche BEIR 2020 | | Metric | NDCG@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [NDCG@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | opensearch-gte | 39 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-8B | 35.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-4B | 35.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-0.6B | 33.2 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-en-icl | 30.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Splade-V3 | 29.3 | Not recorded | 68fa7bc41e209131cea8a4c0 | | MILCO | 28 | Not recorded | 68fa7bc41e209131cea8a4c0 | | e5-large-inst | 27.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-large | 26.6 | Not recorded | 68fa7bc41e209131cea8a4c0 | | LENS-d4K | 25.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-large | 25.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-base-v1.5 | 25.2 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-lg-v1.5 | 24.8 | Not recorded | 68fa7bc41e209131cea8a4c0 | | inf-v1 | 24.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | e5-large | 23.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-base | 22.6 | Not recorded | 68fa7bc41e209131cea8a4c0 | | inf-v1-1.5b | 21.3 | Not recorded | 68fa7bc41e209131cea8a4c0 | ### opensearch-gte NDCG@10: 39. Result ID: 69bd171147f34ce924a79487. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### Qwen3-8B NDCG@10: 35.9. Result ID: 69bd171147f34ce924a79479. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-4B NDCG@10: 35.4. Result ID: 69bd171147f34ce924a7947b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-0.6B NDCG@10: 33.2. Result ID: 69bd171147f34ce924a79486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-en-icl NDCG@10: 30.5. Result ID: 69bd171147f34ce924a7947a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Splade-V3 NDCG@10: 29.3. Result ID: 69bd171147f34ce924a79488. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### MILCO NDCG@10: 28. Result ID: 69bd171147f34ce924a79489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### e5-large-inst NDCG@10: 27.4. Result ID: 69bd171147f34ce924a7947d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### bge-large NDCG@10: 26.6. Result ID: 69bd171147f34ce924a79482. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### LENS-d4K NDCG@10: 25.9. Result ID: 69bd171147f34ce924a7947f. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### gte-large NDCG@10: 25.5. Result ID: 69bd171147f34ce924a7947e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### gte-base-v1.5 NDCG@10: 25.2. Result ID: 69bd171147f34ce924a79483. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-lg-v1.5 NDCG@10: 24.8. Result ID: 69bd171147f34ce924a79485. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### inf-v1 NDCG@10: 24.4. Result ID: 69bd171147f34ce924a79480. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### e5-large NDCG@10: 23.1. Result ID: 69bd171147f34ce924a79484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### gte-base NDCG@10: 22.6. Result ID: 69bd171147f34ce924a79481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### inf-v1-1.5b NDCG@10: 21.3. Result ID: 69bd171147f34ce924a7947c. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.