# Fact Verification on MINE Source: [Fact Verification on MINE]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:21.467Z Evaluation of model performance on the MINE dataset for Fact 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 | Fact-Verification | | Dataset (including any stated split) | MINE | | 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 | | --- | --- | --- | --- | | Hyper-KGGen+ | 84.73 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen+ | 83.67 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen | 82.17 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen | 81.8 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-RAG | 81.73 | Not recorded | 699d30c56017c4460ffab812 | | HyperGraphRAG | 80.53 | Not recorded | 699d30c56017c4460ffab812 | | Cog-RAG | 80.2 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen+ | 80.2 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen | 78.8 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-RAG | 78.73 | Not recorded | 699d30c56017c4460ffab812 | | HyperGraphRAG | 77.4 | Not recorded | 699d30c56017c4460ffab812 | | Cog-RAG | 77.13 | Not recorded | 699d30c56017c4460ffab812 | | HyperGraphRAG | 76.73 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-RAG | 76.6 | Not recorded | 699d30c56017c4460ffab812 | | RAKG | 76.59 | Not recorded | 699d30c56017c4460ffab812 | | KGGen | 75.4 | Not recorded | 699d30c56017c4460ffab812 | | KGGen | 75.27 | Not recorded | 699d30c56017c4460ffab812 | | RAKG | 74.86 | Not recorded | 699d30c56017c4460ffab812 | | Cog-RAG | 74.67 | Not recorded | 699d30c56017c4460ffab812 | | KGGen | 72.73 | Not recorded | 699d30c56017c4460ffab812 | | RAKG | 72.53 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen+ | 71.33 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-KGGen | 70.6 | Not recorded | 699d30c56017c4460ffab812 | | HyperGraphRAG | 67.8 | Not recorded | 699d30c56017c4460ffab812 | | KGGen | 61.13 | Not recorded | 699d30c56017c4460ffab812 | | Cog-RAG | 60.13 | Not recorded | 699d30c56017c4460ffab812 | | RAKG | 60.07 | Not recorded | 699d30c56017c4460ffab812 | | Hyper-RAG | 59.93 | Not recorded | 699d30c56017c4460ffab812 | ### Hyper-KGGen+ Accuracy: 84.73. Result ID: 699e4fff5698665ec40efee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3"}. This record does not assert independent reproduction. ### Hyper-KGGen+ Accuracy: 83.67. Result ID: 699e4fff5698665ec40efede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Hyper-KGGen Accuracy: 82.17. Result ID: 699e4fff5698665ec40efeda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Hyper-KGGen Accuracy: 81.8. Result ID: 699e4fff5698665ec40efedc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3"}. This record does not assert independent reproduction. ### Hyper-RAG Accuracy: 81.73. Result ID: 699e4fff5698665ec40efece. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction. ### HyperGraphRAG Accuracy: 80.53. Result ID: 699e4fff5698665ec40efed2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Cog-RAG Accuracy: 80.2. Result ID: 699e4fff5698665ec40efed6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Hyper-KGGen+ Accuracy: 80.2. Result ID: 699e4fff5698665ec40efee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### Hyper-KGGen Accuracy: 78.8. Result ID: 699e4fff5698665ec40efedd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### Hyper-RAG Accuracy: 78.73. Result ID: 699e4fff5698665ec40efed0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3"}. This record does not assert independent reproduction. ### HyperGraphRAG Accuracy: 77.4. Result ID: 699e4fff5698665ec40efed5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### Cog-RAG Accuracy: 77.13. Result ID: 699e4fff5698665ec40efed8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3"}. This record does not assert independent reproduction. ### HyperGraphRAG Accuracy: 76.73. Result ID: 699e4fff5698665ec40efed4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3"}. This record does not assert independent reproduction. ### Hyper-RAG Accuracy: 76.6. Result ID: 699e4fff5698665ec40efed1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### RAKG Accuracy: 76.59. Result ID: 699e4fff5698665ec40efeca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction. ### KGGen Accuracy: 75.4. Result ID: 699e4fff5698665ec40efec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o-mini"}. This record does not assert independent reproduction. ### KGGen Accuracy: 75.27. Result ID: 699e4fff5698665ec40efec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3"}. This record does not assert independent reproduction. ### RAKG Accuracy: 74.86. Result ID: 699e4fff5698665ec40efecd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### Cog-RAG Accuracy: 74.67. Result ID: 699e4fff5698665ec40efed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### KGGen Accuracy: 72.73. Result ID: 699e4fff5698665ec40efec9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2"}. This record does not assert independent reproduction. ### RAKG Accuracy: 72.53. Result ID: 699e4fff5698665ec40efecc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3"}. This record does not assert independent reproduction. ### Hyper-KGGen+ Accuracy: 71.33. Result ID: 699e4fff5698665ec40efedf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-2.5-Flash"}. This record does not assert independent reproduction. ### Hyper-KGGen Accuracy: 70.6. Result ID: 699e4fff5698665ec40efedb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-2.5-Flash"}. This record does not assert independent reproduction. ### HyperGraphRAG Accuracy: 67.8. Result ID: 699e4fff5698665ec40efed3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-2.5-Flash"}. This record does not assert independent reproduction. ### KGGen Accuracy: 61.13. Result ID: 699e4fff5698665ec40efec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-2.5-Flash"}. This record does not assert independent reproduction. ### Cog-RAG Accuracy: 60.13. Result ID: 699e4fff5698665ec40efed7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-2.5-Flash"}. This record does not assert independent reproduction. ### RAKG Accuracy: 60.07. Result ID: 699e4fff5698665ec40efecb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-2.5-Flash"}. This record does not assert independent reproduction. ### Hyper-RAG Accuracy: 59.93. Result ID: 699e4fff5698665ec40efecf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-2.5-Flash"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.