# Claim Verification on DIALFACT (val) Source: [Claim Verification on DIALFACT (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:12.140Z Evaluation of model performance on the validation split of the DIALFACT dataset for Claim Verification, reporting Accuracy and Macro F1. 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) | DIALFACT (val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Aug-WoW | 70.4 | Not recorded | 68fa6c0f1e209131cea31ce6 | | Colloquial | 65 | Not recorded | 68fa6c0f1e209131cea31ce6 | | CorefBert-Colloquial | 64.5 | Not recorded | 68fa6c0f1e209131cea31ce6 | | VitaminC | 60.5 | Not recorded | 68fa6c0f1e209131cea31ce6 | | Colloquial | 51.3 | Not recorded | 68fa6c0f1e209131cea31ce6 | | Aug-WoW | 51.2 | Not recorded | 68fa6c0f1e209131cea31ce6 | | Aug-WoW | 50.4 | Not recorded | 68fa6c0f1e209131cea31ce6 | | Colloquial | 48.6 | Not recorded | 68fa6c0f1e209131cea31ce6 | | CorefBert-Colloquial | 46.8 | Not recorded | 68fa6c0f1e209131cea31ce6 | | CorefBert-Colloquial | 46.2 | Not recorded | 68fa6c0f1e209131cea31ce6 | | VitaminC | 46.1 | Not recorded | 68fa6c0f1e209131cea31ce6 | | VitaminC | 45.2 | Not recorded | 68fa6c0f1e209131cea31ce6 | | DNLI | 42 | Not recorded | 68fa6c0f1e209131cea31ce6 | | DNLI | 39 | Not recorded | 68fa6c0f1e209131cea31ce6 | | DNLI | 38.2 | Not recorded | 68fa6c0f1e209131cea31ce6 | | DECODE | 33.5 | Not recorded | 68fa6c0f1e209131cea31ce6 | | DECODE | 31.6 | Not recorded | 68fa6c0f1e209131cea31ce6 | | DECODE | 31.1 | Not recorded | 68fa6c0f1e209131cea31ce6 | ### Aug-WoW Accuracy: 70.4. Result ID: 698ec1ecffc3901de0a0d1ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evidence source":"Oracle-Evidence"}. This record does not assert independent reproduction. ### Colloquial Accuracy: 65. Result ID: 698ec1ecffc3901de0a0d1fc. [Reporting paper]() Recorded evaluation configuration: {"Evidence source":"Oracle-Evidence"}. This record does not assert independent reproduction. ### CorefBert-Colloquial Accuracy: 64.5. Result ID: 698ec1ecffc3901de0a0d1f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evidence source":"Oracle-Evidence"}. This record does not assert independent reproduction. ### VitaminC Accuracy: 60.5. Result ID: 698ec1ecffc3901de0a0d1f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"Oracle-Evidence"}. This record does not assert independent reproduction. ### Colloquial Accuracy: 51.3. Result ID: 698ec1ecffc3901de0a0d1fe. [Reporting paper]() Recorded evaluation configuration: {"Evidence source":"DPR-Evidence"}. This record does not assert independent reproduction. ### Aug-WoW Accuracy: 51.2. Result ID: 698ec1ecffc3901de0a0d200. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evidence source":"Wiki-Evidence"}. This record does not assert independent reproduction. ### Aug-WoW Accuracy: 50.4. Result ID: 698ec1ecffc3901de0a0d201. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evidence source":"DPR-Evidence"}. This record does not assert independent reproduction. ### Colloquial Accuracy: 48.6. Result ID: 698ec1ecffc3901de0a0d1fd. [Reporting paper]() Recorded evaluation configuration: {"Evidence source":"Wiki-Evidence"}. This record does not assert independent reproduction. ### CorefBert-Colloquial Accuracy: 46.8. Result ID: 698ec1ecffc3901de0a0d1fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evidence source":"Wiki-Evidence"}. This record does not assert independent reproduction. ### CorefBert-Colloquial Accuracy: 46.2. Result ID: 698ec1ecffc3901de0a0d1fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evidence source":"DPR-Evidence"}. This record does not assert independent reproduction. ### VitaminC Accuracy: 46.1. Result ID: 698ec1ecffc3901de0a0d1f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"DPR-Evidence"}. This record does not assert independent reproduction. ### VitaminC Accuracy: 45.2. Result ID: 698ec1ecffc3901de0a0d1f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"Wiki-Evidence"}. This record does not assert independent reproduction. ### DNLI Accuracy: 42. Result ID: 698ec1ecffc3901de0a0d1f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"Oracle-Evidence"}. This record does not assert independent reproduction. ### DNLI Accuracy: 39. Result ID: 698ec1ecffc3901de0a0d1f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"Wiki-Evidence"}. This record does not assert independent reproduction. ### DNLI Accuracy: 38.2. Result ID: 698ec1ecffc3901de0a0d1f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"DPR-Evidence"}. This record does not assert independent reproduction. ### DECODE Accuracy: 33.5. Result ID: 698ec1ecffc3901de0a0d1f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"Wiki-Evidence"}. This record does not assert independent reproduction. ### DECODE Accuracy: 31.6. Result ID: 698ec1ecffc3901de0a0d1f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"Oracle-Evidence"}. This record does not assert independent reproduction. ### DECODE Accuracy: 31.1. Result ID: 698ec1ecffc3901de0a0d1f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evidence source":"DPR-Evidence"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.