# Claim Verification on PrimeFacts Five Class Source: [Claim Verification on PrimeFacts Five Class]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:47:51.255Z Evaluation of model performance on the PrimeFacts Five Class dataset for Claim Verification. 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) | PrimeFacts Five Class | | Metric | Macro F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Macro F1 Score](): Higher is better; unit: PERCENT. - [Coverage](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Llama-3.3-70B | 42 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-235B | 39 | Not recorded | 69fd6e4a5497b3b670c89680 | | Llama-3.3-70B | 35 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-14B | 34 | Not recorded | 69fd6e4a5497b3b670c89680 | | Llama-4-Scout | 34 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-32B | 33 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-235B | 30 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-32B | 28 | Not recorded | 69fd6e4a5497b3b670c89680 | | Llama-3.3-70B | 28 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-14B | 27 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-32B | 27 | Not recorded | 69fd6e4a5497b3b670c89680 | | Llama-4-Scout | 27 | Not recorded | 69fd6e4a5497b3b670c89680 | | Llama-4-Scout | 27 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-235B | 26 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-8B | 25 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-14B | 23 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-8B | 22 | Not recorded | 69fd6e4a5497b3b670c89680 | | Qwen3-8B | 21 | Not recorded | 69fd6e4a5497b3b670c89680 | | Baseline | 10 | Not recorded | 69fd6e4a5497b3b670c89680 | ### Llama-3.3-70B Macro F1 Score: 42. Result ID: 69fdb00c47f34ce924e10e6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"C (open)"}. This record does not assert independent reproduction. ### Qwen3-235B Macro F1 Score: 39. Result ID: 69fdb00c47f34ce924e10e6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"C (open)"}. This record does not assert independent reproduction. ### Llama-3.3-70B Macro F1 Score: 35. Result ID: 69fdb00c47f34ce924e10e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"B (decontext.)"}. This record does not assert independent reproduction. ### Qwen3-14B Macro F1 Score: 34. Result ID: 69fdb00c47f34ce924e10e61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"C (open)"}. This record does not assert independent reproduction. ### Llama-4-Scout Macro F1 Score: 34. Result ID: 69fdb00c47f34ce924e10e67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"C (open)"}. This record does not assert independent reproduction. ### Qwen3-32B Macro F1 Score: 33. Result ID: 69fdb00c47f34ce924e10e64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"C (open)"}. This record does not assert independent reproduction. ### Qwen3-235B Macro F1 Score: 30. Result ID: 69fdb00c47f34ce924e10e6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"B (decontext.)"}. This record does not assert independent reproduction. ### Qwen3-32B Macro F1 Score: 28. Result ID: 69fdb00c47f34ce924e10e63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"B (decontext.)"}. This record does not assert independent reproduction. ### Llama-3.3-70B Macro F1 Score: 28. Result ID: 69fdb00c47f34ce924e10e68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"A (linked)"}. This record does not assert independent reproduction. ### Qwen3-14B Macro F1 Score: 27. Result ID: 69fdb00c47f34ce924e10e60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"B (decontext.)"}. This record does not assert independent reproduction. ### Qwen3-32B Macro F1 Score: 27. Result ID: 69fdb00c47f34ce924e10e62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"A (linked)"}. This record does not assert independent reproduction. ### Llama-4-Scout Macro F1 Score: 27. Result ID: 69fdb00c47f34ce924e10e65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"A (linked)"}. This record does not assert independent reproduction. ### Llama-4-Scout Macro F1 Score: 27. Result ID: 69fdb00c47f34ce924e10e66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"B (decontext.)"}. This record does not assert independent reproduction. ### Qwen3-235B Macro F1 Score: 26. Result ID: 69fdb00c47f34ce924e10e6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"A (linked)"}. This record does not assert independent reproduction. ### Qwen3-8B Macro F1 Score: 25. Result ID: 69fdb00c47f34ce924e10e5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"C (open)"}. This record does not assert independent reproduction. ### Qwen3-14B Macro F1 Score: 23. Result ID: 69fdb00c47f34ce924e10e5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"A (linked)"}. This record does not assert independent reproduction. ### Qwen3-8B Macro F1 Score: 22. Result ID: 69fdb00c47f34ce924e10e5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"B (decontext.)"}. This record does not assert independent reproduction. ### Qwen3-8B Macro F1 Score: 21. Result ID: 69fdb00c47f34ce924e10e5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extraction Mode":"A (linked)"}. This record does not assert independent reproduction. ### Baseline Macro F1 Score: 10. Result ID: 69fdb00c47f34ce924e10e5b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.