# Information Retrieval on DBPedia-Entity BEIR Source: [Information Retrieval on DBPedia-Entity BEIR]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:08:28.698Z Evaluation of Information Retrieval performance using the DBPedia-Entity dataset as part of the BEIR benchmark suite, typically 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) | DBPedia-Entity BEIR | | Metric | NDCG@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 | | --- | --- | --- | --- | | bge-en-icl | 51.6 | Not recorded | 68fa7bc41e209131cea8a4c0 | | inf-v1 | 50.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | LENS-d4K | 50.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-8B | 49.7 | Not recorded | 68fa7bc41e209131cea8a4c0 | | inf-v1-1.5b | 48.6 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Qwen3-4B | 48.2 | Not recorded | 68fa7bc41e209131cea8a4c0 | | opensearch-gte | 45.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | MILCO | 45.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Splade-V3 | 45 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-lg-v1.5 | 44.1 | Not recorded | 68fa7bc41e209131cea8a4c0 | | bge-large | 43.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-large | 42.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | e5-large | 41.3 | Not recorded | 68fa7bc41e209131cea8a4c0 | | gte-base | 41.2 | Not recorded | 68fa7bc41e209131cea8a4c0 | | MUGI | 41 | Not recorded | 6a28f37190966ade919c1930 | | Q2D | 40.6 | Not recorded | 6a28f37190966ade919c1930 | | STORM | 40.1 | Not recorded | 6a28f37190966ade919c1930 | | gte-base-v1.5 | 39.9 | Not recorded | 68fa7bc41e209131cea8a4c0 | | LameR | 39.9 | Not recorded | 6a28f37190966ade919c1930 | | Qwen3-0.6B | 39.5 | Not recorded | 68fa7bc41e209131cea8a4c0 | | CSQE | 39 | Not recorded | 6a28f37190966ade919c1930 | | e5-large-inst | 38.4 | Not recorded | 68fa7bc41e209131cea8a4c0 | | Q2K | 37.8 | Not recorded | 6a28f37190966ade919c1930 | | QA-Expa | 37 | Not recorded | 6a28f37190966ade919c1930 | | GenQRE | 36 | Not recorded | 6a28f37190966ade919c1930 | | GenQR | 34.4 | Not recorded | 6a28f37190966ade919c1930 | | RM3 | 30.8 | Not recorded | 6a28f37190966ade919c1930 | ### bge-en-icl NDCG@10: 51.6. Result ID: 69bd171147f34ce924a7949c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### inf-v1 NDCG@10: 50.4. Result ID: 69bd171147f34ce924a794a2. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### LENS-d4K NDCG@10: 50.1. Result ID: 69bd171147f34ce924a794a1. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-8B NDCG@10: 49.7. Result ID: 69bd171147f34ce924a7949b. [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: 48.6. Result ID: 69bd171147f34ce924a7949e. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Qwen3-4B NDCG@10: 48.2. Result ID: 69bd171147f34ce924a7949d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### opensearch-gte NDCG@10: 45.5. Result ID: 69bd171147f34ce924a794a9. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### MILCO NDCG@10: 45.1. Result ID: 69bd171147f34ce924a794ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### Splade-V3 NDCG@10: 45. Result ID: 69bd171147f34ce924a794aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-lg-v1.5 NDCG@10: 44.1. Result ID: 69bd171147f34ce924a794a7. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### bge-large NDCG@10: 43.9. Result ID: 69bd171147f34ce924a794a4. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### gte-large NDCG@10: 42.4. Result ID: 69bd171147f34ce924a794a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### e5-large NDCG@10: 41.3. Result ID: 69bd171147f34ce924a794a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### gte-base NDCG@10: 41.2. Result ID: 69bd171147f34ce924a794a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### MUGI NDCG@10: 41. Result ID: 6a2a6ce5fbc373592c276419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### Q2D NDCG@10: 40.6. Result ID: 6a2a6ce5fbc373592c276417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### STORM NDCG@10: 40.1. Result ID: 6a2a6ce5fbc373592c27641b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Max tokens":"64"}. This record does not assert independent reproduction. ### gte-base-v1.5 NDCG@10: 39.9. Result ID: 69bd171147f34ce924a794a5. [Reporting paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### LameR NDCG@10: 39.9. Result ID: 6a2a6ce5fbc373592c276418. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### Qwen3-0.6B NDCG@10: 39.5. Result ID: 69bd171147f34ce924a794a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\<1B parameters"}. This record does not assert independent reproduction. ### CSQE NDCG@10: 39. Result ID: 6a2a6ce5fbc373592c27641a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### e5-large-inst NDCG@10: 38.4. Result ID: 69bd171147f34ce924a7949f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"\>=1B parameters"}. This record does not assert independent reproduction. ### Q2K NDCG@10: 37.8. Result ID: 6a2a6ce5fbc373592c276416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### QA-Expa NDCG@10: 37. Result ID: 6a2a6ce5fbc373592c276415. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### GenQRE NDCG@10: 36. Result ID: 6a2a6ce5fbc373592c276414. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### GenQR NDCG@10: 34.4. Result ID: 6a2a6ce5fbc373592c276413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### RM3 NDCG@10: 30.8. Result ID: 6a2a6ce5fbc373592c276412. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.