# Passage Ranking on TREC DL 2020 (R@10) Source: [Passage Ranking on TREC DL 2020 (R@10)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:39.149Z Evaluation of Passage Ranking performance on the TREC DL 2020 dataset, measured using Rank at 10 (R@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 | Passage Ranking | | Dataset (including any stated split) | TREC DL 2020 | | 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-base | 100 | Not recorded | 68fa734f1e209131cea5bb8d | | monot5-3B | 100 | Not recorded | 68fa734f1e209131cea5bb8d | | monoBERT | 100 | Not recorded | 68fa734f1e209131cea5bb8d | | InPars | 100 | Not recorded | 68fa734f1e209131cea5bb8d | | TART | 97.72 | Not recorded | 68fa734f1e209131cea5bb8d | | InPars | 97.72 | Not recorded | 68fa734f1e209131cea5bb8d | | InPars | 97.72 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank-w/o-casc. | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 95.45 | Not recorded | 68fa734f1e209131cea5bb8d | | Likert | 93.18 | Not recorded | 68fa734f1e209131cea5bb8d | | Likert | 93.18 | Not recorded | 68fa734f1e209131cea5bb8d | | BM25 | 92.15 | Not recorded | 68fa734f1e209131cea5bb8d | | Binary | 90.9 | Not recorded | 68fa734f1e209131cea5bb8d | | B-RankGPT | 90.9 | Not recorded | 68fa734f1e209131cea5bb8d | | Likert | 90.9 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank-w/o-casc. | 90.9 | Not recorded | 68fa734f1e209131cea5bb8d | | EcoRank | 90.9 | Not recorded | 68fa734f1e209131cea5bb8d | | B-PRP | 86.36 | Not recorded | 68fa734f1e209131cea5bb8d | | B-UPR | 77.27 | Not recorded | 68fa734f1e209131cea5bb8d | | B-UPR | 61.36 | Not recorded | 68fa734f1e209131cea5bb8d | | B-UPR | 59.09 | Not recorded | 68fa734f1e209131cea5bb8d | ### monot5-base R@10: 100. Result ID: 6992b8903a6c3148491104d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"T5-base"}. This record does not assert independent reproduction. ### monot5-3B R@10: 100. Result ID: 6992b8903a6c3148491104d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"T5-3B"}. This record does not assert independent reproduction. ### monoBERT R@10: 100. Result ID: 6992b8903a6c3148491104d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"BERT"}. This record does not assert independent reproduction. ### InPars R@10: 100. Result ID: 6992b8903a6c3148491104e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","LLM":"T5-large"}. This record does not assert independent reproduction. ### TART R@10: 97.72. Result ID: 6992b8903a6c3148491104d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Supervised","LLM":"T5-XL"}. This record does not assert independent reproduction. ### InPars R@10: 97.72. Result ID: 6992b8903a6c3148491104d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","LLM":"T5-large"}. This record does not assert independent reproduction. ### InPars R@10: 97.72. Result ID: 6992b8903a6c3148491104e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","LLM":"T5-large"}. This record does not assert independent reproduction. ### Binary R@10: 95.45. Result ID: 6992b8903a6c3148491104da. [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: 95.45. Result ID: 6992b8903a6c3148491104de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Pair","LLM":"T5-XL"}. This record does not assert independent reproduction. ### EcoRank R@10: 95.45. Result ID: 6992b8903a6c3148491104e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Hybr","LLM":"T5-XL"}. This record does not assert independent reproduction. ### Binary R@10: 95.45. Result ID: 6992b8903a6c3148491104e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-PRP R@10: 95.45. Result ID: 6992b8903a6c3148491104e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Pair","LLM":"T5-XL"}. This record does not assert independent reproduction. ### EcoRank-w/o-casc. R@10: 95.45. Result ID: 6992b8903a6c3148491104e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Hybr","LLM":"T5-XL"}. This record does not assert independent reproduction. ### EcoRank R@10: 95.45. Result ID: 6992b8903a6c3148491104e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Hybr","LLM":"T5-XL+L"}. This record does not assert independent reproduction. ### Binary R@10: 95.45. Result ID: 6992b8903a6c3148491104ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-PRP R@10: 95.45. Result ID: 6992b8903a6c3148491104ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Pair","LLM":"T5-XL"}. This record does not assert independent reproduction. ### Likert R@10: 93.18. Result ID: 6992b8903a6c3148491104dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### Likert R@10: 93.18. Result ID: 6992b8903a6c3148491104e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### BM25 R@10: 92.15. Result ID: 6992b8903a6c3148491104d4. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"None"}. This record does not assert independent reproduction. ### Binary R@10: 90.9. Result ID: 6992b8903a6c3148491104db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Point","LLM":"GPT-3.5"}. This record does not assert independent reproduction. ### B-RankGPT R@10: 90.9. Result ID: 6992b8903a6c3148491104e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"List","LLM":"GPT-3.5"}. This record does not assert independent reproduction. ### Likert R@10: 90.9. Result ID: 6992b8903a6c3148491104eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### EcoRank-w/o-casc. R@10: 90.9. Result ID: 6992b8903a6c3148491104ee. [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: 90.9. Result ID: 6992b8903a6c3148491104ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Budget":"B3","Strategy":"Hybr","LLM":"T5-XL+L"}. This record does not assert independent reproduction. ### B-PRP R@10: 86.36. Result ID: 6992b8903a6c3148491104df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","Strategy":"Pair","LLM":"GPT-3.5"}. This record does not assert independent reproduction. ### B-UPR R@10: 77.27. Result ID: 6992b8903a6c3148491104ec. [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: 61.36. Result ID: 6992b8903a6c3148491104e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B2","Strategy":"Point","LLM":"T5-XL"}. This record does not assert independent reproduction. ### B-UPR R@10: 59.09. Result ID: 6992b8903a6c3148491104dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"B1","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.