# Fact Verification on M2RAG Source: [Fact Verification on M2RAG]() Collection index: [llms.txt]() Data updated: 2026-04-28T10:31:29.076Z Evaluation of Fact Verification performance on the M2RAG dataset, reporting ACC and F1 scores. 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) | M2RAG | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Ours-top3 | 70 | Not recorded | 69f03f8155a3c32af89fa5e5 | | Ours-top3 | 68 | Not recorded | 69f03f8155a3c32af89fa5e5 | | Ours-top1 | 66 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top3 | 63 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top3 | 63 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top1 | 62 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top3 | 62 | Not recorded | 69f03f8155a3c32af89fa5e5 | | Ours-top1 | 62 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top1 | 60 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top3 | 60 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top0 | 59 | Not recorded | 69f03f8155a3c32af89fa5e5 | | Ours-top1 | 58 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top1 | 58 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top1 | 56 | Not recorded | 69f03f8155a3c32af89fa5e5 | | Ours-top3 | 55 | Not recorded | 69f03f8155a3c32af89fa5e5 | | Ours-top3 | 55 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top1 | 52 | Not recorded | 69f03f8155a3c32af89fa5e5 | | Ours-top1 | 52 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top3 | 52 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top0 | 51 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top1 | 50 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top3 | 50 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top3 | 47 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top3 | 47 | Not recorded | 69f03f8155a3c32af89fa5e5 | | jinarerank-top1 | 45 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top1 | 43 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top0 | 41 | Not recorded | 69f03f8155a3c32af89fa5e5 | | top0 | 39 | Not recorded | 69f03f8155a3c32af89fa5e5 | ### Ours-top3 Accuracy: 70. Result ID: 69f08c6b47f34ce924d733fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL"}. This record does not assert independent reproduction. ### Ours-top3 Accuracy: 68. Result ID: 69f08c6b47f34ce924d733e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MM-RAIT (Qwen2.5-VL)"}. This record does not assert independent reproduction. ### Ours-top1 Accuracy: 66. Result ID: 69f08c6b47f34ce924d733e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MM-RAIT (Qwen2.5-VL)"}. This record does not assert independent reproduction. ### jinarerank-top3 Accuracy: 63. Result ID: 69f08c6b47f34ce924d733e4. [Reporting paper]() Recorded evaluation configuration: {"Model":"MM-RAIT (Qwen2.5-VL)"}. This record does not assert independent reproduction. ### jinarerank-top3 Accuracy: 63. Result ID: 69f08c6b47f34ce924d733f9. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL"}. This record does not assert independent reproduction. ### jinarerank-top1 Accuracy: 62. Result ID: 69f08c6b47f34ce924d733e1. [Reporting paper]() Recorded evaluation configuration: {"Model":"MM-RAIT (Qwen2.5-VL)"}. This record does not assert independent reproduction. ### top3 Accuracy: 62. Result ID: 69f08c6b47f34ce924d733e3. [Reporting paper]() Recorded evaluation configuration: {"Model":"MM-RAIT (Qwen2.5-VL)"}. This record does not assert independent reproduction. ### Ours-top1 Accuracy: 62. Result ID: 69f08c6b47f34ce924d733f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL"}. This record does not assert independent reproduction. ### top1 Accuracy: 60. Result ID: 69f08c6b47f34ce924d733e0. [Reporting paper]() Recorded evaluation configuration: {"Model":"MM-RAIT (Qwen2.5-VL)"}. This record does not assert independent reproduction. ### top3 Accuracy: 60. Result ID: 69f08c6b47f34ce924d733f8. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL"}. This record does not assert independent reproduction. ### top0 Accuracy: 59. Result ID: 69f08c6b47f34ce924d733df. [Reporting paper]() Recorded evaluation configuration: {"Model":"MM-RAIT (Qwen2.5-VL)"}. This record does not assert independent reproduction. ### Ours-top1 Accuracy: 58. Result ID: 69f08c6b47f34ce924d733e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### jinarerank-top1 Accuracy: 58. Result ID: 69f08c6b47f34ce924d733f6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL"}. This record does not assert independent reproduction. ### top1 Accuracy: 56. Result ID: 69f08c6b47f34ce924d733f5. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL"}. This record does not assert independent reproduction. ### Ours-top3 Accuracy: 55. Result ID: 69f08c6b47f34ce924d733ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### Ours-top3 Accuracy: 55. Result ID: 69f08c6b47f34ce924d733f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL-3.5"}. This record does not assert independent reproduction. ### jinarerank-top1 Accuracy: 52. Result ID: 69f08c6b47f34ce924d733e8. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### Ours-top1 Accuracy: 52. Result ID: 69f08c6b47f34ce924d733f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL-3.5"}. This record does not assert independent reproduction. ### jinarerank-top3 Accuracy: 52. Result ID: 69f08c6b47f34ce924d733f2. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL-3.5"}. This record does not assert independent reproduction. ### top0 Accuracy: 51. Result ID: 69f08c6b47f34ce924d733f4. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL"}. This record does not assert independent reproduction. ### top1 Accuracy: 50. Result ID: 69f08c6b47f34ce924d733e7. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### jinarerank-top3 Accuracy: 50. Result ID: 69f08c6b47f34ce924d733eb. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### top3 Accuracy: 47. Result ID: 69f08c6b47f34ce924d733ea. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### top3 Accuracy: 47. Result ID: 69f08c6b47f34ce924d733f1. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL-3.5"}. This record does not assert independent reproduction. ### jinarerank-top1 Accuracy: 45. Result ID: 69f08c6b47f34ce924d733ef. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL-3.5"}. This record does not assert independent reproduction. ### top1 Accuracy: 43. Result ID: 69f08c6b47f34ce924d733ee. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL-3.5"}. This record does not assert independent reproduction. ### top0 Accuracy: 41. Result ID: 69f08c6b47f34ce924d733ed. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL-3.5"}. This record does not assert independent reproduction. ### top0 Accuracy: 39. Result ID: 69f08c6b47f34ce924d733e6. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.