# Information Retrieval on Bing-Click (test) Source: [Information Retrieval on Bing-Click (test)]() Collection index: [llms.txt]() Data updated: 2026-05-20T08:54:07.293Z Evaluation of Information Retrieval performance on the test split of the Bing-Click dataset, using metrics like Recall@100 and Recall@1000. 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) | Bing-Click (test) | | Metric | Recall@100 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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. - [Recall@1000](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@100 | Result date | Report paper | | --- | --- | --- | --- | | m3BERT-s3 | 68.94 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 68.32 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 67.97 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s3 | 67.72 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s3 | 67.6 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 67.5 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 67.34 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 67.33 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 66.85 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 66.76 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 66.75 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s3 | 66.47 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 66.33 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 65.47 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 65.44 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 65.39 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 65.39 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 65.34 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 64.63 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 64.62 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 64.59 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 64.58 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 64.4 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 64.32 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 63.43 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s3 | 63.3 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 62.5 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 62.43 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 62.16 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s3 | 62.06 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 60.25 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 59.74 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 59.44 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 59.31 | Not recorded | 6a0d404df984739ed6737aa7 | | m3BERT-s2 | 58.34 | Not recorded | 6a0d404df984739ed6737aa7 | | mBERT | 57.46 | Not recorded | 6a0d404df984739ed6737aa7 | | mE5 | 57.18 | Not recorded | 6a0d404df984739ed6737aa7 | | ModernBERT | 57.1 | Not recorded | 6a0d404df984739ed6737aa7 | ### m3BERT-s3 Recall@100: 68.94. Result ID: 6a0d7639fbc373592c059bff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 68.32. Result ID: 6a0d7639fbc373592c059bfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### mE5 Recall@100: 67.97. Result ID: 6a0d7639fbc373592c059bf4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### m3BERT-s3 Recall@100: 67.72. Result ID: 6a0d7639fbc373592c059bec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### m3BERT-s3 Recall@100: 67.6. Result ID: 6a0d7639fbc373592c059bfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 67.5. Result ID: 6a0d7639fbc373592c059bf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 67.34. Result ID: 6a0d7639fbc373592c059bfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### mBERT Recall@100: 67.33. Result ID: 6a0d7639fbc373592c059bf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### mE5 Recall@100: 66.85. Result ID: 6a0d7639fbc373592c059bf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### mBERT Recall@100: 66.76. Result ID: 6a0d7639fbc373592c059bef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 66.75. Result ID: 6a0d7639fbc373592c059bf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### m3BERT-s3 Recall@100: 66.47. Result ID: 6a0d7639fbc373592c059beb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 66.33. Result ID: 6a0d7639fbc373592c059be9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 65.47. Result ID: 6a0d7638fbc373592c059be8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 65.44. Result ID: 6a0d7639fbc373592c059bfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### mBERT Recall@100: 65.39. Result ID: 6a0d7638fbc373592c059bdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### mE5 Recall@100: 65.39. Result ID: 6a0d7638fbc373592c059be1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 65.34. Result ID: 6a0d7638fbc373592c059be5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"768"}. This record does not assert independent reproduction. ### mBERT Recall@100: 64.63. Result ID: 6a0d7639fbc373592c059bee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 64.62. Result ID: 6a0d7639fbc373592c059bf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 64.59. Result ID: 6a0d7638fbc373592c059be4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### mBERT Recall@100: 64.58. Result ID: 6a0d7638fbc373592c059bdc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### mE5 Recall@100: 64.4. Result ID: 6a0d7638fbc373592c059be0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"128"}. This record does not assert independent reproduction. ### mE5 Recall@100: 64.32. Result ID: 6a0d7639fbc373592c059bf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 63.43. Result ID: 6a0d7638fbc373592c059be7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### m3BERT-s3 Recall@100: 63.3. Result ID: 6a0d7639fbc373592c059bfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### mBERT Recall@100: 62.5. Result ID: 6a0d7638fbc373592c059bdb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 62.43. Result ID: 6a0d7638fbc373592c059be3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### mE5 Recall@100: 62.16. Result ID: 6a0d7638fbc373592c059bdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"64"}. This record does not assert independent reproduction. ### m3BERT-s3 Recall@100: 62.06. Result ID: 6a0d7639fbc373592c059bea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 60.25. Result ID: 6a0d7639fbc373592c059bf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### mBERT Recall@100: 59.74. Result ID: 6a0d7639fbc373592c059bed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 59.44. Result ID: 6a0d7639fbc373592c059bf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### mE5 Recall@100: 59.31. Result ID: 6a0d7639fbc373592c059bf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Full","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### m3BERT-s2 Recall@100: 58.34. Result ID: 6a0d7638fbc373592c059be6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### mBERT Recall@100: 57.46. Result ID: 6a0d7638fbc373592c059bda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### mE5 Recall@100: 57.18. Result ID: 6a0d7638fbc373592c059bde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"32"}. This record does not assert independent reproduction. ### ModernBERT Recall@100: 57.1. Result ID: 6a0d7638fbc373592c059be2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Configuration":"Lite (1/3 layers)","Embedding Dimension":"32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.