# Social Inclusion on PersonaChat Source: [Social Inclusion on PersonaChat]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:38:26.382Z Evaluation of dialogue response generation quality on the PersonaChat dataset, focusing on metrics related to social inclusion such as Diversity, Consistency, and Contradiction. 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 | Social Inclusion | | Dataset (including any stated split) | PersonaChat | | Metric | Diversity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Diversity](): Higher is better; unit: PERCENT. - [Consistency](): Higher is better; unit: PERCENT. - [Contradiction](): Lower is better; unit: PERCENT. ## Recorded results | Method | Diversity | Result date | Report paper | | --- | --- | --- | --- | | BEACOF | 41.52 | Not recorded | 69c60ef00636e5bf4afc8410 | | BEACOF | 36.93 | Not recorded | 69c60ef00636e5bf4afc8410 | | BEACOF | 36.85 | Not recorded | 69c60ef00636e5bf4afc8410 | | MAD | 36.8 | Not recorded | 69c60ef00636e5bf4afc8410 | | CAMEL | 34.45 | Not recorded | 69c60ef00636e5bf4afc8410 | | MAD | 32.97 | Not recorded | 69c60ef00636e5bf4afc8410 | | MAD | 31.29 | Not recorded | 69c60ef00636e5bf4afc8410 | | CAMEL | 30.94 | Not recorded | 69c60ef00636e5bf4afc8410 | | CAMEL | 28.44 | Not recorded | 69c60ef00636e5bf4afc8410 | ### BEACOF Diversity: 41.52. Result ID: 69c6795247f34ce924b04e87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### BEACOF Diversity: 36.93. Result ID: 69c6795247f34ce924b04e84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma3-12B"}. This record does not assert independent reproduction. ### BEACOF Diversity: 36.85. Result ID: 69c6795247f34ce924b04e81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction. ### MAD Diversity: 36.8. Result ID: 69c6795247f34ce924b04e83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma3-12B"}. This record does not assert independent reproduction. ### CAMEL Diversity: 34.45. Result ID: 69c6795247f34ce924b04e7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction. ### MAD Diversity: 32.97. Result ID: 69c6795247f34ce924b04e80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction. ### MAD Diversity: 31.29. Result ID: 69c6795247f34ce924b04e86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### CAMEL Diversity: 30.94. Result ID: 69c6795247f34ce924b04e82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma3-12B"}. This record does not assert independent reproduction. ### CAMEL Diversity: 28.44. Result ID: 69c6795247f34ce924b04e85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.