# Bias Evaluation on Task 2 Persona E Source: [Bias Evaluation on Task 2 Persona E]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:08:38.738Z Evaluation of model bias using the Task 2 Persona E 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 E | | Metric | BAD Score | | Unit | SCALAR | | Direction | Lower 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](): Lower is better; unit: SCALAR. ## Recorded results | Method | BAD Score | Result date | Report paper | | --- | --- | --- | --- | | GPT-4o | 0.017 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.021 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.033 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.037 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.039 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.046 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.048 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.049 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.054 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.055 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.07 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.075 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.08 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.087 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.088 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.103 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.109 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.112 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.126 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.154 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.16 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.19 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.192 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.221 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.233 | Not recorded | 69d732637d0172140ec76969 | ### GPT-4o BAD Score: 0.017. Result ID: 69d8316647f34ce924bfd3d0. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.021. Result ID: 69d8316647f34ce924bfd3d8. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.033. Result ID: 69d8316647f34ce924bfd3e1. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.037. Result ID: 69d8316647f34ce924bfd3d7. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.039. Result ID: 69d8316647f34ce924bfd3dd. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.046. Result ID: 69d8316647f34ce924bfd3d5. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.048. Result ID: 69d8316647f34ce924bfd3dc. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.049. Result ID: 69d8316647f34ce924bfd3d9. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.054. Result ID: 69d8316647f34ce924bfd3e4. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.055. Result ID: 69d8316647f34ce924bfd3de. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.07. Result ID: 69d8316647f34ce924bfd3da. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.075. Result ID: 69d8316647f34ce924bfd3db. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.08. Result ID: 69d8316647f34ce924bfd3e2. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.087. Result ID: 69d8316647f34ce924bfd3e0. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.088. Result ID: 69d8316647f34ce924bfd3e5. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.103. Result ID: 69d8316647f34ce924bfd3e3. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.109. Result ID: 69d8316647f34ce924bfd3e7. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.112. Result ID: 69d8316647f34ce924bfd3e6. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.126. Result ID: 69d8316647f34ce924bfd3df. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.154. Result ID: 69d8316647f34ce924bfd3d1. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.16. Result ID: 69d8316647f34ce924bfd3d6. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.19. Result ID: 69d8316647f34ce924bfd3d4. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.192. Result ID: 69d8316647f34ce924bfd3d2. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.221. Result ID: 69d8316647f34ce924bfd3cf. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.233. Result ID: 69d8316647f34ce924bfd3d3. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.