# Long-form generation on Bio (PIA and Poison Metrics) Source: [Long-form generation on Bio (PIA and Poison Metrics)]() Collection index: [llms.txt]() Data updated: 2026-04-02T08:03:25.419Z Evaluation of models performing Long-form Generation on the Bio dataset, specifically measuring performance using PIA and Poison robustness metrics. 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 | Long-form generation | | Dataset (including any stated split) | Bio | | Metric | PIA RLLMJ Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [PIA RLLMJ Score](): Higher is better; unit: PERCENT. - [PIA ASR Score](): Higher is better; unit: PERCENT. - [Poison RLLMJ Score](): Higher is better; unit: PERCENT. - [Poison ASR Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | PIA RLLMJ Score | Result date | Report paper | | --- | --- | --- | --- | | Decoding\_c | 69.8 | Not recorded | 68fa73511e209131cea5bcf5 | | Decoding\_c | 67.6 | Not recorded | 68fa73511e209131cea5bcf5 | | Keyword | 64.8 | Not recorded | 68fa73511e209131cea5bcf5 | | Keyword | 59.2 | Not recorded | 68fa73511e209131cea5bcf5 | | Vanilla | 29 | Not recorded | 68fa73511e209131cea5bcf5 | | Vanilla | 18.2 | Not recorded | 68fa73511e209131cea5bcf5 | ### Decoding\_c PIA RLLMJ Score: 69.8. Result ID: 69ce22ba47f34ce924b730fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Mistral-7B"}. This record does not assert independent reproduction. ### Decoding\_c PIA RLLMJ Score: 67.6. Result ID: 69ce22ba47f34ce924b730ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama2-7B"}. This record does not assert independent reproduction. ### Keyword PIA RLLMJ Score: 64.8. Result ID: 69ce22ba47f34ce924b730fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Mistral-7B"}. This record does not assert independent reproduction. ### Keyword PIA RLLMJ Score: 59.2. Result ID: 69ce22ba47f34ce924b730fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama2-7B"}. This record does not assert independent reproduction. ### Vanilla PIA RLLMJ Score: 29. Result ID: 69ce22ba47f34ce924b730fa. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Mistral-7B"}. This record does not assert independent reproduction. ### Vanilla PIA RLLMJ Score: 18.2. Result ID: 69ce22ba47f34ce924b730fd. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Llama2-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.