# Reasoning and Question Answering on BoolQ, RTE, HellaSWAG, ARC, OpenBookQA, and PiQA Source: [Reasoning and Question Answering on BoolQ, RTE, HellaSWAG, ARC, OpenBookQA, and PiQA]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:04.320Z Evaluation suite covering reasoning and question answering across the standard LLM benchmarks: BoolQ, RTE, HellaSWAG, ARC, OpenBookQA, and PiQA. 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 | Reasoning and Question Answering | | Dataset (including any stated split) | Standard LLM Benchmarks (BoolQ, RTE, HellaSWAG, ARC, OpenBookQA, PiQA) | | Metric | Avg Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Avg Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Before finetune | 67.24 | Not recorded | 68fa73941e209131cea5d553 | | Target LLM | 66.93 | Not recorded | 68fa73941e209131cea5d553 | | ULD | 66.85 | Not recorded | 68fa73941e209131cea5d553 | | NPO+GD | 61.77 | Not recorded | 68fa73941e209131cea5d553 | | NPO+KL | 61.14 | Not recorded | 68fa73941e209131cea5d553 | | Offset-NPO+KL | 58.72 | Not recorded | 68fa73941e209131cea5d553 | | GA+GD | 58.34 | Not recorded | 68fa73941e209131cea5d553 | | Offset-DPO+KL | 56.59 | Not recorded | 68fa73941e209131cea5d553 | | DPO+KL | 56.34 | Not recorded | 68fa73941e209131cea5d553 | | GA+KL | 55.41 | Not recorded | 68fa73941e209131cea5d553 | | NPO | 54.73 | Not recorded | 68fa73941e209131cea5d553 | | DPO+GD | 53.91 | Not recorded | 68fa73941e209131cea5d553 | | Offset-GA+KL | 53.78 | Not recorded | 68fa73941e209131cea5d553 | | DPO | 48.12 | Not recorded | 68fa73941e209131cea5d553 | | GA | 35.59 | Not recorded | 68fa73941e209131cea5d553 | ### Before finetune Avg Accuracy: 67.24. Result ID: 6992f3ac3a6c314849129bd3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Target LLM Avg Accuracy: 66.93. Result ID: 6992f3ac3a6c314849129bd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### ULD Avg Accuracy: 66.85. Result ID: 6992f3ac3a6c314849129be0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### NPO+GD Avg Accuracy: 61.77. Result ID: 6992f3ac3a6c314849129bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### NPO+KL Avg Accuracy: 61.14. Result ID: 6992f3ac3a6c314849129bdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Offset-NPO+KL Avg Accuracy: 58.72. Result ID: 6992f3ac3a6c314849129bdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### GA+GD Avg Accuracy: 58.34. Result ID: 6992f3ac3a6c314849129bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Offset-DPO+KL Avg Accuracy: 56.59. Result ID: 6992f3ac3a6c314849129bde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### DPO+KL Avg Accuracy: 56.34. Result ID: 6992f3ac3a6c314849129bd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### GA+KL Avg Accuracy: 55.41. Result ID: 6992f3ac3a6c314849129bd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### NPO Avg Accuracy: 54.73. Result ID: 6992f3ac3a6c314849129bda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### DPO+GD Avg Accuracy: 53.91. Result ID: 6992f3ac3a6c314849129bd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Offset-GA+KL Avg Accuracy: 53.78. Result ID: 6992f3ac3a6c314849129bdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### DPO Avg Accuracy: 48.12. Result ID: 6992f3ac3a6c314849129bd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. ### GA Avg Accuracy: 35.59. Result ID: 6992f3ac3a6c314849129bd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-instruct","Mode":"Zero-shot"}. This record does not assert independent reproduction. 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