# Fault Attribution on TRAIL SWEBench 31 traces Source: [Fault Attribution on TRAIL SWEBench 31 traces]() Collection index: [llms.txt]() Data updated: 2026-06-24T08:42:52.332Z Evaluation of Fault Attribution performance using Precision and Strict Precision metrics on the TRAIL SWEBench 31 traces dataset. 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 | Fault Attribution | | Dataset (including any stated split) | TRAIL SWEBench 31 traces | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Strict Precision](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | RAFFLES | 45.16 | Not recorded | 6a3b64dd206542251d7c999f | | RAFFLES | 45.16 | Not recorded | 6a3b64dd206542251d7c999f | | RAFFLES | 45.16 | Not recorded | 6a3b64dd206542251d7c999f | | SAFARI | 41.94 | Not recorded | 6a3b64dd206542251d7c999f | | single shot | 35.48 | Not recorded | 6a3b64dd206542251d7c999f | | SAFARI | 35.48 | Not recorded | 6a3b64dd206542251d7c999f | | RAFFLES | 35.48 | Not recorded | 6a3b64dd206542251d7c999f | | single shot | 29.03 | Not recorded | 6a3b64dd206542251d7c999f | | Step-by-step | 29.03 | Not recorded | 6a3b64dd206542251d7c999f | | single shot | 29.03 | Not recorded | 6a3b64dd206542251d7c999f | | Step-by-step | 29.03 | Not recorded | 6a3b64dd206542251d7c999f | | Step-by-step | 29.03 | Not recorded | 6a3b64dd206542251d7c999f | | Step-by-step | 29.03 | Not recorded | 6a3b64dd206542251d7c999f | | SAFARI | 22.58 | Not recorded | 6a3b64dd206542251d7c999f | | SAFARI | 22.58 | Not recorded | 6a3b64dd206542251d7c999f | | single shot | 9.68 | Not recorded | 6a3b64dd206542251d7c999f | ### RAFFLES Precision: 45.16. Result ID: 6a3b9880fbc373592c44d762. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"1M token"}. This record does not assert independent reproduction. ### RAFFLES Precision: 45.16. Result ID: 6a3b9880fbc373592c44d766. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"200K token"}. This record does not assert independent reproduction. ### RAFFLES Precision: 45.16. Result ID: 6a3b9880fbc373592c44d76a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"100K token"}. This record does not assert independent reproduction. ### SAFARI Precision: 41.94. Result ID: 6a3b9880fbc373592c44d76f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"25K token"}. This record does not assert independent reproduction. ### single shot Precision: 35.48. Result ID: 6a3b9880fbc373592c44d768. [Reporting paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"100K token"}. This record does not assert independent reproduction. ### SAFARI Precision: 35.48. Result ID: 6a3b9880fbc373592c44d76b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"100K token"}. This record does not assert independent reproduction. ### RAFFLES Precision: 35.48. Result ID: 6a3b9880fbc373592c44d76e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"25K token"}. This record does not assert independent reproduction. ### single shot Precision: 29.03. Result ID: 6a3b9880fbc373592c44d760. [Reporting paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"1M token"}. This record does not assert independent reproduction. ### Step-by-step Precision: 29.03. Result ID: 6a3b9880fbc373592c44d761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"1M token"}. This record does not assert independent reproduction. ### single shot Precision: 29.03. Result ID: 6a3b9880fbc373592c44d764. [Reporting paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"200K token"}. This record does not assert independent reproduction. ### Step-by-step Precision: 29.03. Result ID: 6a3b9880fbc373592c44d765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"200K token"}. This record does not assert independent reproduction. ### Step-by-step Precision: 29.03. Result ID: 6a3b9880fbc373592c44d769. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"100K token"}. This record does not assert independent reproduction. ### Step-by-step Precision: 29.03. Result ID: 6a3b9880fbc373592c44d76d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"25K token"}. This record does not assert independent reproduction. ### SAFARI Precision: 22.58. Result ID: 6a3b9880fbc373592c44d763. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"1M token"}. This record does not assert independent reproduction. ### SAFARI Precision: 22.58. Result ID: 6a3b9880fbc373592c44d767. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"200K token"}. This record does not assert independent reproduction. ### single shot Precision: 9.68. Result ID: 6a3b9880fbc373592c44d76c. [Reporting paper]() Recorded evaluation configuration: {"Model":"claude-opus-4.6","Context Budget":"25K token"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.