# Information Retrieval on ArguAna BEIR (NDCG@10) Source: [Information Retrieval on ArguAna BEIR (NDCG@10)]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:15:46.385Z Evaluation of Information Retrieval performance on the ArguAna BEIR dataset, specifically 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) | ArguAna BEIR | | Metric | NDCG@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 56 of 56 | | 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. - [Delta NDCG@10](): Higher is better; unit: PERCENT. - [95% CI (Delta NDCG@10)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | inf-v1 | 84.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-en-icl | 83.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | inf-v1-1.5b | 81.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | LENS-d4K | 77.3 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-8B | 76.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-4B | 75.6 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-0.6B | 71 | Not recorded | 68fa7bc41e209131cea8a4c0 | | j-v5-nano + SOFTCENTROID | 68.82 | Not recorded | 6a0405b6dbc836b87d82768a | | j-v5-small + SOFTCENTROID | 67.51 | Not recorded | 6a0405b6dbc836b87d82768a | | j-v5-nano | 65.63 | Not recorded | 6a0405b6dbc836b87d82768a | | DIVE | 65.2 | Not recorded | 6a0e91a4f984739ed6738c2b | | j-v5-small | 64.71 | Not recorded | 6a0405b6dbc836b87d82768a | | bge-lg-v1.5 | 64.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-large-en-v1.5 (335M) | 64.46 | Not recorded | 6a0405b6dbc836b87d82768a | | gte-base-v1.5 | 63.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-large | 62.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | MILCO | 61.8 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Search | 58.65 | Not recorded | 6a0e91a4f984739ed6738c2b | | e5-large-inst | 58.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-base-en-v1.5 | 57.24 | Not recorded | 6a0405b6dbc836b87d82768a | | gte-large | 57.2 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-base | 57.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | SMEC | 56.41 | Not recorded | 6a0e91a4f984739ed6738c2b | | e5-base-v2 + SOFTCENTROID | 54.95 | Not recorded | 6a0405b6dbc836b87d82768a | | e5-large | 54.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | opensearch-gte | 52.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Splade-V3 | 50.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | e5-large-v2 (335M) | 46.38 | Not recorded | 6a0405b6dbc836b87d82768a | | e5-base-v2 | 44.62 | Not recorded | 6a0405b6dbc836b87d82768a | | e5-base-v2 | 44.62 | Not recorded | 6a0405b6dbc836b87d82768a | | e5-small-v2 (33M) | 41.94 | Not recorded | 6a0405b6dbc836b87d82768a | | Matryoshka | 40.49 | Not recorded | 6a0e91a4f984739ed6738c2b | | LLM2Vec | 36.8 | Not recorded | 6a0e91a4f984739ed6738c2b | | raw | 35.8 | Not recorded | 6a41fbee206542251d7cca1f | | raw | 34.6 | Not recorded | 6a41fbee206542251d7cca1f | ### inf-v1 NDCG@10: 84.9. Result ID: 69bd171147f34ce924a7941a. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-en-icl NDCG@10: 83.1. Result ID: 69bd171147f34ce924a79414. [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: 81.5. Result ID: 69bd171147f34ce924a79416. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### LENS-d4K NDCG@10: 77.3. Result ID: 69bd171147f34ce924a79419. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-8B NDCG@10: 76.9. Result ID: 69bd171147f34ce924a79413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-4B NDCG@10: 75.6. Result ID: 69bd171147f34ce924a79415. [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: 71. Result ID: 69bd171147f34ce924a79420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### j-v5-nano + SOFTCENTROID NDCG@10: 68.82. Result ID: 6a04307547f34ce924e9ee99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"j-v5-nano","Program Strategy":"SOFTCENTROID (default)","K":"3","α":"0.5","τ":"0.05","Cost":"1×","Per-task tuning":"No"}. This record does not assert independent reproduction. ### j-v5-small + SOFTCENTROID NDCG@10: 67.51. Result ID: 6a04307547f34ce924e9ee9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"j-v5-small","Program Strategy":"SOFTCENTROID (default)","K":"3","α":"0.5","τ":"0.05","Cost":"1×","Per-task tuning":"No"}. This record does not assert independent reproduction. ### j-v5-nano NDCG@10: 65.63. Result ID: 6a04307547f34ce924e9ee98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"j-v5-nano"}. This record does not assert independent reproduction. ### DIVE NDCG@10: 65.2. Result ID: 6a0eeb14fbc373592c071e7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dimension":"512d","Backbone":"LLM2Vec-Mistral-7B"}. This record does not assert independent reproduction. ### j-v5-small NDCG@10: 64.71. Result ID: 6a04307547f34ce924e9ee9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"j-v5-small"}. This record does not assert independent reproduction. ### bge-lg-v1.5 NDCG@10: 64.5. Result ID: 69bd171147f34ce924a7941f. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-large-en-v1.5 (335M) NDCG@10: 64.46. Result ID: 6a04307547f34ce924e9eed6. [Reporting paper]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### gte-base-v1.5 NDCG@10: 63.5. Result ID: 69bd171147f34ce924a7941d. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-large NDCG@10: 62.5. Result ID: 69bd171147f34ce924a7941c. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### MILCO NDCG@10: 61.8. Result ID: 69bd171147f34ce924a79423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### Search NDCG@10: 58.65. Result ID: 6a0eeb14fbc373592c071e78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dimension":"512d","Backbone":"LLM2Vec-Mistral-7B"}. This record does not assert independent reproduction. ### e5-large-inst NDCG@10: 58.5. Result ID: 69bd171147f34ce924a79417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### gte-base-en-v1.5 NDCG@10: 57.24. Result ID: 6a04307547f34ce924e9eeca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### gte-large NDCG@10: 57.2. Result ID: 69bd171147f34ce924a79418. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### gte-base NDCG@10: 57.1. Result ID: 69bd171147f34ce924a7941b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### SMEC NDCG@10: 56.41. Result ID: 6a0eeb14fbc373592c071e79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dimension":"512d","Backbone":"LLM2Vec-Mistral-7B"}. This record does not assert independent reproduction. ### e5-base-v2 + SOFTCENTROID NDCG@10: 54.95. Result ID: 6a04307547f34ce924e9ee97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"e5-base-v2","Program Strategy":"SOFTCENTROID (default)","K":"3","α":"0.5","τ":"0.05","Cost":"1×","Per-task tuning":"No"}. This record does not assert independent reproduction. ### e5-large NDCG@10: 54.4. Result ID: 69bd171147f34ce924a7941e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### opensearch-gte NDCG@10: 52.1. Result ID: 69bd171147f34ce924a79421. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### Splade-V3 NDCG@10: 50.9. Result ID: 69bd171147f34ce924a79422. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### e5-large-v2 (335M) NDCG@10: 46.38. Result ID: 6a04307547f34ce924e9eed2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### e5-base-v2 NDCG@10: 44.62. Result ID: 6a04307547f34ce924e9ee96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"e5-base-v2"}. This record does not assert independent reproduction. ### e5-base-v2 NDCG@10: 44.62. Result ID: 6a04307547f34ce924e9eec6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### e5-small-v2 (33M) NDCG@10: 41.94. Result ID: 6a04307547f34ce924e9eece. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### Matryoshka NDCG@10: 40.49. Result ID: 6a0eeb14fbc373592c071e77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dimension":"512d","Backbone":"LLM2Vec-Mistral-7B"}. This record does not assert independent reproduction. ### LLM2Vec NDCG@10: 36.8. Result ID: 6a0eeb14fbc373592c071e76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dimension":"4096d","Backbone":"LLM2Vec-Mistral-7B"}. This record does not assert independent reproduction. ### raw NDCG@10: 35.8. Result ID: 6a421b98fbc373592c8723c3. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"e5-small","Kcands":"200"}. This record does not assert independent reproduction. ### raw NDCG@10: 34.6. Result ID: 6a421b98fbc373592c8723bf. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"e5-base","Kcands":"200"}. This record does not assert independent reproduction. 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