# Legal Contract Revision on ALL Avg Source: [Legal Contract Revision on ALL Avg]() Collection index: [llms.txt]() Data updated: 2026-04-14T10:11:51.110Z Evaluation of model performance on the Legal Contract Revision task, aggregated across all relevant datasets (ALL Avg), measured by CQ, RRR, and TES 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 | Legal Contract Revision | | Dataset (including any stated split) | ALL Avg | | Metric | CQ Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [CQ Score](): Higher is better; unit: PERCENT. - [RRR Score](): Higher is better; unit: PERCENT. - [TES Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CQ Score | Result date | Report paper | | --- | --- | --- | --- | | RCBSF | 86.87 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RCBSF | 83.67 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RCBSF | 82.64 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RCBSF | 80.23 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RAG | 79.81 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Iteration | 79.76 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RCBSF | 77.3 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Iteration | 77.01 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RAG | 76.84 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RAG | 76.81 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Iteration | 76.78 | Not recorded | 69ddca1e7d0172140ec79aa1 | | CoT | 75.67 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Iteration | 75.56 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Standard | 73.45 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RAG | 73.23 | Not recorded | 69ddca1e7d0172140ec79aa1 | | CoT | 72.76 | Not recorded | 69ddca1e7d0172140ec79aa1 | | RAG | 71.67 | Not recorded | 69ddca1e7d0172140ec79aa1 | | CoT | 71.03 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Standard | 70.42 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Iteration | 70.31 | Not recorded | 69ddca1e7d0172140ec79aa1 | | CoT | 69.17 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Standard | 68.67 | Not recorded | 69ddca1e7d0172140ec79aa1 | | CoT | 67.25 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Standard | 66.92 | Not recorded | 69ddca1e7d0172140ec79aa1 | | Standard | 65.4 | Not recorded | 69ddca1e7d0172140ec79aa1 | ### RCBSF CQ Score: 86.87. Result ID: 69de12de47f34ce924c60f5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Chat"}. This record does not assert independent reproduction. ### RCBSF CQ Score: 83.67. Result ID: 69de12de47f34ce924c60f4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Base"}. This record does not assert independent reproduction. ### RCBSF CQ Score: 82.64. Result ID: 69de12de47f34ce924c60f54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LawLLM-7B"}. This record does not assert independent reproduction. ### RCBSF CQ Score: 80.23. Result ID: 69de12de47f34ce924c60f4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B"}. This record does not assert independent reproduction. ### RAG CQ Score: 79.81. Result ID: 69de12de47f34ce924c60f5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Chat"}. This record does not assert independent reproduction. ### Iteration CQ Score: 79.76. Result ID: 69de12de47f34ce924c60f5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Chat"}. This record does not assert independent reproduction. ### RCBSF CQ Score: 77.3. Result ID: 69de12de47f34ce924c60f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LexiLaw-6B"}. This record does not assert independent reproduction. ### Iteration CQ Score: 77.01. Result ID: 69de12de47f34ce924c60f53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LawLLM-7B"}. This record does not assert independent reproduction. ### RAG CQ Score: 76.84. Result ID: 69de12de47f34ce924c60f48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Base"}. This record does not assert independent reproduction. ### RAG CQ Score: 76.81. Result ID: 69de12de47f34ce924c60f52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LawLLM-7B"}. This record does not assert independent reproduction. ### Iteration CQ Score: 76.78. Result ID: 69de12de47f34ce924c60f49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Base"}. This record does not assert independent reproduction. ### CoT CQ Score: 75.67. Result ID: 69de12de47f34ce924c60f5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Chat"}. This record does not assert independent reproduction. ### Iteration CQ Score: 75.56. Result ID: 69de12de47f34ce924c60f4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B"}. This record does not assert independent reproduction. ### Standard CQ Score: 73.45. Result ID: 69de12de47f34ce924c60f5a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Chat"}. This record does not assert independent reproduction. ### RAG CQ Score: 73.23. Result ID: 69de12de47f34ce924c60f4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B"}. This record does not assert independent reproduction. ### CoT CQ Score: 72.76. Result ID: 69de12de47f34ce924c60f47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Base"}. This record does not assert independent reproduction. ### RAG CQ Score: 71.67. Result ID: 69de12de47f34ce924c60f57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LexiLaw-6B"}. This record does not assert independent reproduction. ### CoT CQ Score: 71.03. Result ID: 69de12de47f34ce924c60f51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LawLLM-7B"}. This record does not assert independent reproduction. ### Standard CQ Score: 70.42. Result ID: 69de12de47f34ce924c60f46. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Base"}. This record does not assert independent reproduction. ### Iteration CQ Score: 70.31. Result ID: 69de12de47f34ce924c60f58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LexiLaw-6B"}. This record does not assert independent reproduction. ### CoT CQ Score: 69.17. Result ID: 69de12de47f34ce924c60f4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B"}. This record does not assert independent reproduction. ### Standard CQ Score: 68.67. Result ID: 69de12de47f34ce924c60f50. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LawLLM-7B"}. This record does not assert independent reproduction. ### CoT CQ Score: 67.25. Result ID: 69de12de47f34ce924c60f56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LexiLaw-6B"}. This record does not assert independent reproduction. ### Standard CQ Score: 66.92. Result ID: 69de12de47f34ce924c60f4b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B"}. This record does not assert independent reproduction. ### Standard CQ Score: 65.4. Result ID: 69de12de47f34ce924c60f55. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LexiLaw-6B"}. This record does not assert independent reproduction. 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