# Passage Ranking on TREC DL 2019 (R@10) Source: [Passage Ranking on TREC DL 2019 (R@10)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:39.131Z Evaluation of Passage Ranking performance on the TREC DL 2019 dataset, measured using the R@10 metric. 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 | Passage Ranking | | Dataset (including any stated split) | TREC DL 2019 | | Metric | R@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [R@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@10 | Result date | Report paper | | --- | --- | --- | --- | | monot5-3B | 100 | Not recorded | 68fa734f1e209131cea5bb8d | | TART | 100 | Not recorded | 68fa734f1e209131cea5bb8d | | monot5-base | 96.66 | Not recorded | 68fa734f1e209131cea5bb8d | | monoBERT | 96.66 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 96.66 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 96.66 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 96.66 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 96.66 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank | 95.34 | Not recorded | 68fa734f1e209131cea5bb8d | | BM25 | 93.33 | Not recorded | 68fa734f1e209131cea5bb8d | | Likert | 93.33 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 93.33 | Not recorded | 68fa734f1e209131cea5bb8d | | Likert | 93.33 | Not recorded | 68fa734f1e209131cea5bb8d | | Likert | 93.33 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 90 | Not recorded | 68fa734f1e209131cea5bb8d | | B-RankGPT | 90 | Not recorded | 68fa734f1e209131cea5bb8d | | InPars | 86.66 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 86.66 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank | 86.66 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank-w/o-casc. | 86.66 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank | 86.66 | Not recorded | 68fa734f1e209131cea5bb8d | | InPars | 83.33 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank-w/o-casc. | 83.33 | Not recorded | 68fa734f1e209131cea5bb8d | | InPars | 83.33 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 83.33 | Not recorded | 68fa734f1e209131cea5bb8d | | B-UPR | 83.33 | Not recorded | 68fa734f1e209131cea5bb8d | | B-UPR | 63.33 | Not recorded | 68fa734f1e209131cea5bb8d | | B-UPR | 60 | Not recorded | 68fa734f1e209131cea5bb8d | ### monot5-3B R@10: 100. Result ID: 6992b8903a6c3148491104ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"T5-3B"}. This record does not assert independent reproduction. ### TART R@10: 100. Result ID: 6992b8903a6c3148491104bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"T5-XL"}. This record does not assert independent reproduction. ### monot5-base R@10: 96.66. Result ID: 6992b8903a6c3148491104b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"T5-base"}. This record does not assert independent reproduction. ### monoBERT R@10: 96.66. Result ID: 6992b8903a6c3148491104bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"BERT"}. This record does not assert independent reproduction. ### Binary R@10: 96.66. Result ID: 6992b8903a6c3148491104bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Point","LLM":"GPT-3.5"}. This record does not assert independent reproduction. ### B-PRP R@10: 96.66. Result ID: 6992b8903a6c3148491104c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Pair","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-PRP R@10: 96.66. Result ID: 6992b8903a6c3148491104ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Pair","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-PRP R@10: 96.66. Result ID: 6992b8903a6c3148491104d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Pair","LLM":"T5-XL"}. This record does not assert independent reproduction. ### EcoRank R@10: 95.34. Result ID: 6992b8903a6c3148491104c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Hybr","LLM":"T5-XL"}. This record does not assert independent reproduction. ### BM25 R@10: 93.33. Result ID: 6992b8903a6c3148491104b8. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"None"}. This record does not assert independent reproduction. ### Likert R@10: 93.33. Result ID: 6992b8903a6c3148491104c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-PRP R@10: 93.33. Result ID: 6992b8903a6c3148491104c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Pair","LLM":"GPT-3.5"}. This record does not assert independent reproduction. ### Likert R@10: 93.33. Result ID: 6992b8903a6c3148491104c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### Likert R@10: 93.33. Result ID: 6992b8903a6c3148491104cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### Binary R@10: 90. Result ID: 6992b8903a6c3148491104be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-RankGPT R@10: 90. Result ID: 6992b8903a6c3148491104c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"List","LLM":"GPT-3.5"}. This record does not assert independent reproduction. ### InPars R@10: 86.66. Result ID: 6992b8903a6c3148491104bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","LLM":"T5-large"}. This record does not assert independent reproduction. ### Binary R@10: 86.66. Result ID: 6992b8903a6c3148491104c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### EcoRank R@10: 86.66. Result ID: 6992b8903a6c3148491104cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Hybr","LLM":"T5-XL+L"}. This record does not assert independent reproduction. ### EcoRank-w/o-casc. R@10: 86.66. Result ID: 6992b8903a6c3148491104d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Hybr","LLM":"T5-XL"}. This record does not assert independent reproduction. ### EcoRank R@10: 86.66. Result ID: 6992b8903a6c3148491104d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Hybr","LLM":"T5-XL+L"}. This record does not assert independent reproduction. ### InPars R@10: 83.33. Result ID: 6992b8903a6c3148491104c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","LLM":"T5-large"}. This record does not assert independent reproduction. ### EcoRank-w/o-casc. R@10: 83.33. Result ID: 6992b8903a6c3148491104cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Hybr","LLM":"T5-XL"}. This record does not assert independent reproduction. ### InPars R@10: 83.33. Result ID: 6992b8903a6c3148491104cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","LLM":"T5-large"}. This record does not assert independent reproduction. ### Binary R@10: 83.33. Result ID: 6992b8903a6c3148491104ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-UPR R@10: 83.33. Result ID: 6992b8903a6c3148491104d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-UPR R@10: 63.33. Result ID: 6992b8903a6c3148491104c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-UPR R@10: 60. Result ID: 6992b8903a6c3148491104c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.