# Relation Extraction on TACRED-Revisit Source: [Relation Extraction on TACRED-Revisit]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:43.316Z Evaluation of model performance on the TACRED-Revisit dataset for Relation Extraction, measured using Precision, Recall, and F1 scores. 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 | Relation Extraction | | Dataset (including any stated split) | TACRED-Revisit | | Metric | Micro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 41 of 41 | | 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 - [Micro F1](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro F1 | Result date | Report paper | | --- | --- | --- | --- | | RetrievalRE | 37.26 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-OBO) | 36.9 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-AAO) | 36.77 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-AAO) | 35.65 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-AAO) | 35.64 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-OBO) | 35.27 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-AAO) | 35.06 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-AAO) | 34.77 | Not recorded | 68fa78ee1e209131cea7b454 | | KnowPrompt | 34.61 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-OBO) | 34.39 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-OBO) | 34.33 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-AAO) | 34.15 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-OBO) | 34.15 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (mix-OBO) | 33.81 | Not recorded | 68fa78ee1e209131cea7b454 | | RetrievalRE | 32.34 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (pure) | 31.73 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (pure) | 31.51 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (pure) | 31.12 | Not recorded | 68fa78ee1e209131cea7b454 | | KnowPrompt | 30.76 | Not recorded | 68fa78ee1e209131cea7b454 | | Data Generation | 29.8 | Not recorded | 68fa78ee1e209131cea7b454 | | Data Generation | 29.48 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (pure) | 29.25 | Not recorded | 68fa78ee1e209131cea7b454 | | RetrievalRE | 28.95 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (pure) | 28.55 | Not recorded | 68fa78ee1e209131cea7b454 | | Data Generation | 28.46 | Not recorded | 68fa78ee1e209131cea7b454 | | Data Generation | 27.89 | Not recorded | 68fa78ee1e209131cea7b454 | | Data Generation | 27.67 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (constant) | 26.38 | Not recorded | 68fa78ee1e209131cea7b454 | | KnowPrompt | 26.31 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (constant) | 23.99 | Not recorded | 68fa78ee1e209131cea7b454 | | Data Generation | 23.14 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (pure) | 23.04 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (constant) | 22.22 | Not recorded | 68fa78ee1e209131cea7b454 | | Direct-RE | 21.82 | Not recorded | 68fa78ee1e209131cea7b454 | | Ours (constant) | 18.39 | Not recorded | 68fa78ee1e209131cea7b454 | ### RetrievalRE Micro F1: 37.26. Result ID: 6995b0073badfaffe6af5e78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"32"}. This record does not assert independent reproduction. ### Ours (mix-OBO) Micro F1: 36.9. Result ID: 6995b0073badfaffe6af5e7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"32","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (mix-AAO) Micro F1: 36.77. Result ID: 6995b0073badfaffe6af5e81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"32","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (mix-AAO) Micro F1: 35.65. Result ID: 6995b0073badfaffe6af5e70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"32","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Ours (mix-AAO) Micro F1: 35.64. Result ID: 6995b0073badfaffe6af5e80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (mix-OBO) Micro F1: 35.27. Result ID: 6995b0073badfaffe6af5e6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"32","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Ours (mix-AAO) Micro F1: 35.06. Result ID: 6995b0073badfaffe6af5e7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (mix-AAO) Micro F1: 34.77. Result ID: 6995b0073badfaffe6af5e6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### KnowPrompt Micro F1: 34.61. Result ID: 6995b0073badfaffe6af5e67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"32"}. This record does not assert independent reproduction. ### Ours (mix-OBO) Micro F1: 34.39. Result ID: 6995b0073badfaffe6af5e6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Ours (mix-OBO) Micro F1: 34.33. Result ID: 6995b0073badfaffe6af5e6b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Ours (mix-AAO) Micro F1: 34.15. Result ID: 6995b0073badfaffe6af5e6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Ours (mix-OBO) Micro F1: 34.15. Result ID: 6995b0073badfaffe6af5e7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (mix-OBO) Micro F1: 33.81. Result ID: 6995b0073badfaffe6af5e7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### RetrievalRE Micro F1: 32.34. Result ID: 6995b0073badfaffe6af5e77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"16"}. This record does not assert independent reproduction. ### Ours (pure) Micro F1: 31.73. Result ID: 6995b0073badfaffe6af5e7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (pure) Micro F1: 31.51. Result ID: 6995b0073badfaffe6af5e7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"32","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (pure) Micro F1: 31.12. Result ID: 6995b0073badfaffe6af5e6a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"32","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### KnowPrompt Micro F1: 30.76. Result ID: 6995b0073badfaffe6af5e66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16"}. This record does not assert independent reproduction. ### Data Generation Micro F1: 29.8. Result ID: 6995b0073badfaffe6af5e64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"32","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Data Generation Micro F1: 29.48. Result ID: 6995b0073badfaffe6af5e75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"32","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (pure) Micro F1: 29.25. Result ID: 6995b0073badfaffe6af5e69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### RetrievalRE Micro F1: 28.95. Result ID: 6995b0073badfaffe6af5e76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### Ours (pure) Micro F1: 28.55. Result ID: 6995b0073badfaffe6af5e79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Data Generation Micro F1: 28.46. Result ID: 6995b0073badfaffe6af5e74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"16","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Data Generation Micro F1: 27.89. Result ID: 6995b0073badfaffe6af5e63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"16","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Data Generation Micro F1: 27.67. Result ID: 6995b0073badfaffe6af5e73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Ours (constant) Micro F1: 26.38. Result ID: 6995b0073badfaffe6af5e83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### KnowPrompt Micro F1: 26.31. Result ID: 6995b0073badfaffe6af5e65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### Ours (constant) Micro F1: 23.99. Result ID: 6995b0073badfaffe6af5e82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"RetrievalRE"}. This record does not assert independent reproduction. ### Data Generation Micro F1: 23.14. Result ID: 6995b0073badfaffe6af5e62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Ours (pure) Micro F1: 23.04. Result ID: 6995b0073badfaffe6af5e68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Ours (constant) Micro F1: 22.22. Result ID: 6995b0073badfaffe6af5e72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"16","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. ### Direct-RE Micro F1: 21.82. Result ID: 6995b0073badfaffe6af5e61. [Reporting paper]() Recorded evaluation configuration: {"Prompting":"Direct LLM"}. This record does not assert independent reproduction. ### Ours (constant) Micro F1: 18.39. Result ID: 6995b0073badfaffe6af5e71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K":"8","Base Model":"KnowPrompt"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.