# Claim Verification on AVeriTeC Golden (dev) Source: [Claim Verification on AVeriTeC Golden (dev)]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:09:15.156Z Evaluation of model performance on the development split of the AVeriTeC Golden dataset for Claim Verification, reporting 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 | Claim Verification | | Dataset (including any stated split) | AVeriTeC Golden (dev) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | | --- | --- | --- | --- | | DebateCV | 83.4 | Not recorded | 68fa7a391e209131cea81e62 | | DebateCV | 82 | Not recorded | 68fa7a391e209131cea81e62 | | Majority | 81.8 | Not recorded | 68fa7a391e209131cea81e62 | | Cooperation | 81.8 | Not recorded | 68fa7a391e209131cea81e62 | | CoT | 81.6 | Not recorded | 68fa7a391e209131cea81e62 | | Cooperation | 81.6 | Not recorded | 68fa7a391e209131cea81e62 | | Majority | 81.4 | Not recorded | 68fa7a391e209131cea81e62 | | InFact | 81.2 | Not recorded | 68fa7a391e209131cea81e62 | | CoT | 80.8 | Not recorded | 68fa7a391e209131cea81e62 | | HerO | 80.4 | Not recorded | 68fa7a391e209131cea81e62 | | HerO | 80 | Not recorded | 68fa7a391e209131cea81e62 | | InFact | 79.2 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Debate-SFT | 78.8 | Not recorded | 68fa7a391e209131cea81e62 | | Majority | 78 | Not recorded | 68fa7a391e209131cea81e62 | | Majority | 77.6 | Not recorded | 68fa7a391e209131cea81e62 | | Cooperation | 77.4 | Not recorded | 68fa7a391e209131cea81e62 | | CoT | 77 | Not recorded | 68fa7a391e209131cea81e62 | | CoT | 76.8 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Ccorrect | 76.8 | Not recorded | 68fa7a391e209131cea81e62 | | Cooperation | 76.6 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Cerror | 76.4 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Cerror | 75.8 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Ccorrect | 75.6 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Debate-SFT | 74.6 | Not recorded | 68fa7a391e209131cea81e62 | | InFact | 74.4 | Not recorded | 68fa7a391e209131cea81e62 | | InFact | 73.2 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Debate-SFT | 66.6 | Not recorded | 68fa7a391e209131cea81e62 | | w/o Debate-SFT | 61.4 | Not recorded | 68fa7a391e209131cea81e62 | ### DebateCV Accuracy: 83.4. Result ID: 69d35bfd47f34ce924baaf4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### DebateCV Accuracy: 82. Result ID: 69d35bfd47f34ce924baaf4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### Majority Accuracy: 81.8. Result ID: 69d35bfd47f34ce924baaf46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o"}. This record does not assert independent reproduction. ### Cooperation Accuracy: 81.8. Result ID: 69d35bfd47f34ce924baaf4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o"}. This record does not assert independent reproduction. ### CoT Accuracy: 81.6. Result ID: 69d35bfd47f34ce924baaf3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o"}. This record does not assert independent reproduction. ### Cooperation Accuracy: 81.6. Result ID: 69d35bfd47f34ce924baaf4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o-Mini"}. This record does not assert independent reproduction. ### Majority Accuracy: 81.4. Result ID: 69d35bfd47f34ce924baaf47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o-Mini"}. This record does not assert independent reproduction. ### InFact Accuracy: 81.2. Result ID: 69d35bfd47f34ce924baaf40. [Reporting paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o"}. This record does not assert independent reproduction. ### CoT Accuracy: 80.8. Result ID: 69d35bfd47f34ce924baaf3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o-Mini"}. This record does not assert independent reproduction. ### HerO Accuracy: 80.4. Result ID: 69d35bfd47f34ce924baaf44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### HerO Accuracy: 80. Result ID: 69d35bfd47f34ce924baaf45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### InFact Accuracy: 79.2. Result ID: 69d35bfd47f34ce924baaf41. [Reporting paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o-Mini"}. This record does not assert independent reproduction. ### w/o Debate-SFT Accuracy: 78.8. Result ID: 69d35bfd47f34ce924baaf54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o"}. This record does not assert independent reproduction. ### Majority Accuracy: 78. Result ID: 69d35bfd47f34ce924baaf48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### Majority Accuracy: 77.6. Result ID: 69d35bfd47f34ce924baaf49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### Cooperation Accuracy: 77.4. Result ID: 69d35bfd47f34ce924baaf4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### CoT Accuracy: 77. Result ID: 69d35bfd47f34ce924baaf3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### CoT Accuracy: 76.8. Result ID: 69d35bfd47f34ce924baaf3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### w/o Ccorrect Accuracy: 76.8. Result ID: 69d35bfd47f34ce924baaf52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### Cooperation Accuracy: 76.6. Result ID: 69d35bfd47f34ce924baaf4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### w/o Cerror Accuracy: 76.4. Result ID: 69d35bfd47f34ce924baaf50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### w/o Cerror Accuracy: 75.8. Result ID: 69d35bfd47f34ce924baaf51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### w/o Ccorrect Accuracy: 75.6. Result ID: 69d35bfd47f34ce924baaf53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### w/o Debate-SFT Accuracy: 74.6. Result ID: 69d35bfd47f34ce924baaf55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"GPT-4o-Mini"}. This record does not assert independent reproduction. ### InFact Accuracy: 74.4. Result ID: 69d35bfd47f34ce924baaf43. [Reporting paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### InFact Accuracy: 73.2. Result ID: 69d35bfd47f34ce924baaf42. [Reporting paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### w/o Debate-SFT Accuracy: 66.6. Result ID: 69d35bfd47f34ce924baaf56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### w/o Debate-SFT Accuracy: 61.4. Result ID: 69d35bfd47f34ce924baaf57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLMs":"Qwen-2.5-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.