# Bias Evaluation on Task 2 Persona D Source: [Bias Evaluation on Task 2 Persona D]() Collection index: [llms.txt]() Data updated: 2026-04-09T23:08:38.704Z Evaluation of model bias using the Task 2 Persona D 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 D | | 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 | | --- | --- | --- | --- | | DeepSeek-R1 | 0.007 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.009 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.01 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.018 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.02 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.023 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.034 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.037 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.038 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.04 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.041 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.051 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.063 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.063 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.065 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.072 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.076 | Not recorded | 69d732637d0172140ec76969 | | LLaMA-4 | 0.077 | Not recorded | 69d732637d0172140ec76969 | | Claude 4.o Sonnet | 0.077 | Not recorded | 69d732637d0172140ec76969 | | Gemma-3n E4B | 0.081 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.095 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.129 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.13 | Not recorded | 69d732637d0172140ec76969 | | DeepSeek-R1 | 0.146 | Not recorded | 69d732637d0172140ec76969 | | GPT-4o | 0.153 | Not recorded | 69d732637d0172140ec76969 | ### DeepSeek-R1 BAD Score: 0.007. Result ID: 69d8316647f34ce924bfd3be. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.009. Result ID: 69d8316647f34ce924bfd3bf. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.01. Result ID: 69d8316647f34ce924bfd3c3. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.018. Result ID: 69d8316647f34ce924bfd3c2. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.02. Result ID: 69d8316647f34ce924bfd3c4. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.023. Result ID: 69d8316647f34ce924bfd3cb. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.034. Result ID: 69d8316647f34ce924bfd3c5. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.037. Result ID: 69d8316647f34ce924bfd3c1. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.038. Result ID: 69d8316647f34ce924bfd3b8. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.04. Result ID: 69d8316647f34ce924bfd3bc. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.041. Result ID: 69d8316647f34ce924bfd3cc. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.051. Result ID: 69d8316647f34ce924bfd3c8. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.063. Result ID: 69d8316647f34ce924bfd3b7. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.063. Result ID: 69d8316647f34ce924bfd3c9. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.065. Result ID: 69d8316647f34ce924bfd3c7. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.072. Result ID: 69d8316647f34ce924bfd3ce. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.076. Result ID: 69d8316647f34ce924bfd3cd. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### LLaMA-4 BAD Score: 0.077. Result ID: 69d8316647f34ce924bfd3c0. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### Claude 4.o Sonnet BAD Score: 0.077. Result ID: 69d8316647f34ce924bfd3c6. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P2"}. This record does not assert independent reproduction. ### Gemma-3n E4B BAD Score: 0.081. Result ID: 69d8316647f34ce924bfd3ca. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.095. Result ID: 69d8316647f34ce924bfd3bd. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P3"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.129. Result ID: 69d8316647f34ce924bfd3b9. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P4"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.13. Result ID: 69d8316647f34ce924bfd3ba. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P5"}. This record does not assert independent reproduction. ### DeepSeek-R1 BAD Score: 0.146. Result ID: 69d8316647f34ce924bfd3bb. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. ### GPT-4o BAD Score: 0.153. Result ID: 69d8316647f34ce924bfd3b6. [Reporting paper]() Recorded evaluation configuration: {"Prompt":"P1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.