# Information Retrieval on ClimateFEVER BEIR Source: [Information Retrieval on ClimateFEVER BEIR]() Collection index: [llms.txt]() Data updated: 2026-03-20T09:45:08.499Z Evaluation of model performance on the ClimateFEVER BEIR dataset for Information Retrieval tasks, 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) | ClimateFEVER BEIR | | 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 | | --- | --- | --- | --- | | Qwen3-8B | 47.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-4B | 47.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-en-icl | 45.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | LENS-d4K | 44.6 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-0.6B | 42.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | inf-v1 | 41.8 | Not recorded | 68fa7bc41e209131cea8a4c0 | | inf-v1-1.5b | 41.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-base-v1.5 | 40.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-large | 38.2 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-lg-v1.5 | 36.6 | Not recorded | 68fa7bc41e209131cea8a4c0 | | opensearch-gte | 31.2 | Not recorded | 68fa7bc41e209131cea8a4c0 | | MILCO | 30.8 | Not recorded | 68fa7bc41e209131cea8a4c0 | | e5-large-inst | 29.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-large | 28.8 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-base | 28.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | e5-large | 25.7 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Splade-V3 | 23.3 | Not recorded | 68fa7bc41e209131cea8a4c0 | ### Qwen3-8B NDCG@10: 47.4. Result ID: 69bd171147f34ce924a7948a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-4B NDCG@10: 47.4. Result ID: 69bd171147f34ce924a7948c. [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: 45.4. Result ID: 69bd171147f34ce924a7948b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### LENS-d4K NDCG@10: 44.6. Result ID: 69bd171147f34ce924a79490. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-0.6B NDCG@10: 42.1. Result ID: 69bd171147f34ce924a79497. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### inf-v1 NDCG@10: 41.8. Result ID: 69bd171147f34ce924a79491. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### inf-v1-1.5b NDCG@10: 41.5. Result ID: 69bd171147f34ce924a7948d. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### gte-base-v1.5 NDCG@10: 40.4. Result ID: 69bd171147f34ce924a79494. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-large NDCG@10: 38.2. Result ID: 69bd171147f34ce924a79493. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-lg-v1.5 NDCG@10: 36.6. Result ID: 69bd171147f34ce924a79496. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### opensearch-gte NDCG@10: 31.2. Result ID: 69bd171147f34ce924a79498. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### MILCO NDCG@10: 30.8. Result ID: 69bd171147f34ce924a7949a. [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: 29.9. Result ID: 69bd171147f34ce924a7948e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### gte-large NDCG@10: 28.8. Result ID: 69bd171147f34ce924a7948f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### gte-base NDCG@10: 28.1. Result ID: 69bd171147f34ce924a79492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### e5-large NDCG@10: 25.7. Result ID: 69bd171147f34ce924a79495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### Splade-V3 NDCG@10: 23.3. Result ID: 69bd171147f34ce924a79499. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. 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