# Binary Inconsistency Detection on FT-Summ (Accuracy) Source: [Binary Inconsistency Detection on FT-Summ (Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:44.691Z Evaluation of model performance on Binary Inconsistency Detection using the FT-Summ dataset, measured by Accuracy. 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 | Binary Inconsistency Detection | | Dataset (including any stated split) | FT-Summ | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ChatGPT-SpanMoE | 75.61 | Not recorded | 68fa73871e209131cea5cfcf | | ChatGPT-SpanMoE | 73.77 | Not recorded | 68fa73871e209131cea5cfcf | | ChatGPT-Span | 73.48 | Not recorded | 68fa73871e209131cea5cfcf | | ChatGPT-DA | 73 | Not recorded | 68fa73871e209131cea5cfcf | | ChatGPT-Span | 72.18 | Not recorded | 68fa73871e209131cea5cfcf | | ChatGPT-DA | 72.06 | Not recorded | 68fa73871e209131cea5cfcf | | SummaC-Conv | 51.18 | Not recorded | 68fa73871e209131cea5cfcf | | QuestEval | 47.54 | Not recorded | 68fa73871e209131cea5cfcf | | QAFactEval | 45 | Not recorded | 68fa73871e209131cea5cfcf | | SummaC | 43.29 | Not recorded | 68fa73871e209131cea5cfcf | ### ChatGPT-SpanMoE Accuracy: 75.61. Result ID: 6992f64c3a6c31484912ae87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Few-Shot"}. This record does not assert independent reproduction. ### ChatGPT-SpanMoE Accuracy: 73.77. Result ID: 6992f64c3a6c31484912ae86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-Shot"}. This record does not assert independent reproduction. ### ChatGPT-Span Accuracy: 73.48. Result ID: 6992f64c3a6c31484912ae84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-Shot"}. This record does not assert independent reproduction. ### ChatGPT-DA Accuracy: 73. Result ID: 6992f64c3a6c31484912ae82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-Shot"}. This record does not assert independent reproduction. ### ChatGPT-Span Accuracy: 72.18. Result ID: 6992f64c3a6c31484912ae85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Few-Shot"}. This record does not assert independent reproduction. ### ChatGPT-DA Accuracy: 72.06. Result ID: 6992f64c3a6c31484912ae83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Few-Shot"}. This record does not assert independent reproduction. ### SummaC-Conv Accuracy: 51.18. Result ID: 6992f64c3a6c31484912ae81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QuestEval Accuracy: 47.54. Result ID: 6992f64c3a6c31484912ae7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QAFactEval Accuracy: 45. Result ID: 6992f64c3a6c31484912ae7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SummaC Accuracy: 43.29. Result ID: 6992f64c3a6c31484912ae80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.