# Fact Verification on FEVER (Acc, F1, FEVER Score) Source: [Fact Verification on FEVER (Acc, F1, FEVER Score)]() Collection index: [llms.txt]() Data updated: 2026-06-02T10:41:43.692Z Evaluation of model performance on the FEVER dataset for Fact Verification, reporting Accuracy, F1 Score, and the specialized FEVER Score. 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 | Fact verification | | Dataset (including any stated split) | FEVER | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [FEVER Score](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | InSemRAG | 87.45 | Not recorded | 6a1e6408dbd7150506f85623 | | SELF-RAG | 86.13 | Not recorded | 6a1e6408dbd7150506f85623 | | InSemRAG | 85.12 | Not recorded | 6a1e6408dbd7150506f85623 | | IRCoT | 85.09 | Not recorded | 6a1e6408dbd7150506f85623 | | SELF-RAG | 83.62 | Not recorded | 6a1e6408dbd7150506f85623 | | IRCoT | 82.61 | Not recorded | 6a1e6408dbd7150506f85623 | | FiD | 82.49 | Not recorded | 6a1e6408dbd7150506f85623 | | InSemRAG | 81.15 | Not recorded | 6a1e6408dbd7150506f85623 | | FiD | 80.09 | Not recorded | 6a1e6408dbd7150506f85623 | | ReAct | 79.85 | Not recorded | 6a1e6408dbd7150506f85623 | | SELF-RAG | 79.44 | Not recorded | 6a1e6408dbd7150506f85623 | | IRCoT | 78.48 | Not recorded | 6a1e6408dbd7150506f85623 | | ReAct | 77.52 | Not recorded | 6a1e6408dbd7150506f85623 | | Wikipedia Graph | 76.62 | Not recorded | 6a1e6408dbd7150506f85623 | | FiD | 76.09 | Not recorded | 6a1e6408dbd7150506f85623 | | Multi-Hop RAG | 75.83 | Not recorded | 6a1e6408dbd7150506f85623 | | Wikipedia Graph | 74.39 | Not recorded | 6a1e6408dbd7150506f85623 | | ReAct | 73.64 | Not recorded | 6a1e6408dbd7150506f85623 | | Multi-Hop RAG | 73.62 | Not recorded | 6a1e6408dbd7150506f85623 | | CoT-on-Concat | 70.98 | Not recorded | 6a1e6408dbd7150506f85623 | | Wikipedia Graph | 70.67 | Not recorded | 6a1e6408dbd7150506f85623 | | Multi-Hop RAG | 69.94 | Not recorded | 6a1e6408dbd7150506f85623 | | CoT-on-Concat | 68.91 | Not recorded | 6a1e6408dbd7150506f85623 | | Naïve RAG | 68.82 | Not recorded | 6a1e6408dbd7150506f85623 | | Naïve RAG | 66.82 | Not recorded | 6a1e6408dbd7150506f85623 | | CoT-on-Concat | 65.46 | Not recorded | 6a1e6408dbd7150506f85623 | | w/o RAG | 63.83 | Not recorded | 6a1e6408dbd7150506f85623 | | Naïve RAG | 63.48 | Not recorded | 6a1e6408dbd7150506f85623 | | w/o RAG | 61.97 | Not recorded | 6a1e6408dbd7150506f85623 | | w/o RAG | 58.87 | Not recorded | 6a1e6408dbd7150506f85623 | ### InSemRAG Accuracy: 87.45. Result ID: 6a1eb34dfbc373592c199ca5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### SELF-RAG Accuracy: 86.13. Result ID: 6a1eb34dfbc373592c199c9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### InSemRAG Accuracy: 85.12. Result ID: 6a1eb34dfbc373592c199ca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### IRCoT Accuracy: 85.09. Result ID: 6a1eb34dfbc373592c199c9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### SELF-RAG Accuracy: 83.62. Result ID: 6a1eb34dfbc373592c199c9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### IRCoT Accuracy: 82.61. Result ID: 6a1eb34dfbc373592c199c9a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### FiD Accuracy: 82.49. Result ID: 6a1eb34dfbc373592c199c96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### InSemRAG Accuracy: 81.15. Result ID: 6a1eb34dfbc373592c199ca4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### FiD Accuracy: 80.09. Result ID: 6a1eb34dfbc373592c199c94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### ReAct Accuracy: 79.85. Result ID: 6a1eb34dfbc373592c199c99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### SELF-RAG Accuracy: 79.44. Result ID: 6a1eb34dfbc373592c199c9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### IRCoT Accuracy: 78.48. Result ID: 6a1eb34dfbc373592c199c9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### ReAct Accuracy: 77.52. Result ID: 6a1eb34dfbc373592c199c97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### Wikipedia Graph Accuracy: 76.62. Result ID: 6a1eb34dfbc373592c199c93. [Reporting paper]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### FiD Accuracy: 76.09. Result ID: 6a1eb34dfbc373592c199c95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### Multi-Hop RAG Accuracy: 75.83. Result ID: 6a1eb34dfbc373592c199ca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### Wikipedia Graph Accuracy: 74.39. Result ID: 6a1eb34dfbc373592c199c91. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### ReAct Accuracy: 73.64. Result ID: 6a1eb34dfbc373592c199c98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### Multi-Hop RAG Accuracy: 73.62. Result ID: 6a1eb34dfbc373592c199ca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### CoT-on-Concat Accuracy: 70.98. Result ID: 6a1eb34dfbc373592c199c90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### Wikipedia Graph Accuracy: 70.67. Result ID: 6a1eb34dfbc373592c199c92. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### Multi-Hop RAG Accuracy: 69.94. Result ID: 6a1eb34dfbc373592c199ca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### CoT-on-Concat Accuracy: 68.91. Result ID: 6a1eb34dfbc373592c199c8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### Naïve RAG Accuracy: 68.82. Result ID: 6a1eb34dfbc373592c199c8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### Naïve RAG Accuracy: 66.82. Result ID: 6a1eb34dfbc373592c199c8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### CoT-on-Concat Accuracy: 65.46. Result ID: 6a1eb34dfbc373592c199c8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### w/o RAG Accuracy: 63.83. Result ID: 6a1eb34dfbc373592c199c8a. [Reporting paper]() Recorded evaluation configuration: {"LLM":"DeepSeek"}. This record does not assert independent reproduction. ### Naïve RAG Accuracy: 63.48. Result ID: 6a1eb34dfbc373592c199c8c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. ### w/o RAG Accuracy: 61.97. Result ID: 6a1eb34dfbc373592c199c88. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT"}. This record does not assert independent reproduction. ### w/o RAG Accuracy: 58.87. Result ID: 6a1eb34dfbc373592c199c89. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Qwen"}. This record does not assert independent reproduction. Page 1 of 1. 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