# Bias Evaluation on Task 2 Persona A Source: [Bias Evaluation on Task 2 Persona A]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:08:38.597Z Evaluation of model bias using the Task 2 Persona A dataset, reporting the BAD Score. 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 | Bias Evaluation | | Dataset (including any stated split) | Task 2 Persona A | | Metric | BAD Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [BAD Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | BAD Score | Result date | Report paper | | --- | --- | --- | --- | | DeepSeek-R1 | -0.006 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | -0.008 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | -0.008 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | -0.011 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | -0.021 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | -0.027 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | -0.03 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | -0.035 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | -0.039 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | -0.041 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | -0.069 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | -0.071 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | -0.086 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | -0.097 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | -0.104 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | -0.107 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | -0.119 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | -0.12 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | -0.122 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | -0.129 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | -0.142 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | -0.151 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | -0.2 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | -0.238 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | -0.337 | Not recorded | 69d732637d0172140ec76969 | ### DeepSeek-R1 BAD Score: -0.006. Result ID: 69d8316647f34ce924bfd374. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: -0.008. Result ID: 69d8316647f34ce924bfd377. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: -0.008. Result ID: 69d8316647f34ce924bfd378. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: -0.011. Result ID: 69d8316647f34ce924bfd37c. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: -0.021. Result ID: 69d8316647f34ce924bfd379. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: -0.027. Result ID: 69d8316647f34ce924bfd37e. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: -0.03. Result ID: 69d8316647f34ce924bfd375. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: -0.035. Result ID: 69d8316647f34ce924bfd37d. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: -0.039. Result ID: 69d8316647f34ce924bfd37b. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: -0.041. Result ID: 69d8316647f34ce924bfd383. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: -0.069. Result ID: 69d8316647f34ce924bfd382. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: -0.071. Result ID: 69d8316647f34ce924bfd37f. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: -0.086. Result ID: 69d8316647f34ce924bfd36b. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: -0.097. Result ID: 69d8316647f34ce924bfd380. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: -0.104. Result ID: 69d8316647f34ce924bfd36f. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: -0.107. Result ID: 69d8316647f34ce924bfd372. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: -0.119. Result ID: 69d8316647f34ce924bfd36e. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: -0.12. Result ID: 69d8316647f34ce924bfd37a. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: -0.122. Result ID: 69d8316647f34ce924bfd376. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: -0.129. Result ID: 69d8316647f34ce924bfd36c. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: -0.142. Result ID: 69d8316647f34ce924bfd370. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: -0.151. Result ID: 69d8316647f34ce924bfd381. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: -0.2. Result ID: 69d8316647f34ce924bfd371. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: -0.238. Result ID: 69d8316647f34ce924bfd36d. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: -0.337. Result ID: 69d8316647f34ce924bfd373. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. Page 1 of 1. 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