# Combined win rate evaluation on PKU-SafeRLHF prompts n = 100 samples (Sev-Low) Source: [Combined win rate evaluation on PKU-SafeRLHF prompts n = 100 samples (Sev-Low)]() Collection index: [llms.txt]() Data updated: 2026-05-12T14:02:24.643Z Evaluation of model performance using the Combined Win Rate metric, specifically calculated via CVaR(0.125), applied to the Severity Low subset (n=100 samples) of the PKU-SafeRLHF dataset. 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 | Combined win rate evaluation | | Dataset (including any stated split) | PKU-SafeRLHF prompts n = 100 samples (Sev-Low) | | Metric | CVaR(0.125) Combined Win Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [CVaR(0.125) Combined Win Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | CVaR(0.125) Combined Win Rate | Result date | Report paper | | --- | --- | --- | --- | | IPO Entropic τ=10 | 53.6 | Not recorded | 6a02b491dbc836b87d824d17 | | IPO k = 1 Neutral | 50.8 | Not recorded | 6a02b491dbc836b87d824d17 | | IPO CVaR α=0.25 | 49.4 | Not recorded | 6a02b491dbc836b87d824d17 | | IPO Entropic τ=5 | 48.8 | Not recorded | 6a02b491dbc836b87d824d17 | | IPO CVaR α=0.125 | 48.6 | Not recorded | 6a02b491dbc836b87d824d17 | | EG Entropic τ=5 | 44.5 | Not recorded | 6a02b491dbc836b87d824d17 | | EG k = 1 Neutral | 41.2 | Not recorded | 6a02b491dbc836b87d824d17 | | NMD k = 1 Neutral | 39.2 | Not recorded | 6a02b491dbc836b87d824d17 | | EGPO† (HF) | 9.1 | Not recorded | 6a02b491dbc836b87d824d17 | | SFT Base | 2.4 | Not recorded | 6a02b491dbc836b87d824d17 | ### IPO Entropic τ=10 CVaR(0.125) Combined Win Rate: 53.6. Result ID: 6a03328b47f34ce924e7db1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau (τ)":"10","objective":"Entropic"}. This record does not assert independent reproduction. ### IPO k = 1 Neutral CVaR(0.125) Combined Win Rate: 50.8. Result ID: 6a03328b47f34ce924e7db18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"1","objective":"Neutral"}. This record does not assert independent reproduction. ### IPO CVaR α=0.25 CVaR(0.125) Combined Win Rate: 49.4. Result ID: 6a03328b47f34ce924e7db1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.25","objective":"CVaR"}. This record does not assert independent reproduction. ### IPO Entropic τ=5 CVaR(0.125) Combined Win Rate: 48.8. Result ID: 6a03328b47f34ce924e7db1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau (τ)":"5","objective":"Entropic"}. This record does not assert independent reproduction. ### IPO CVaR α=0.125 CVaR(0.125) Combined Win Rate: 48.6. Result ID: 6a03328b47f34ce924e7db1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.125","objective":"CVaR"}. This record does not assert independent reproduction. ### EG Entropic τ=5 CVaR(0.125) Combined Win Rate: 44.5. Result ID: 6a03328b47f34ce924e7db1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau (τ)":"5","objective":"Entropic"}. This record does not assert independent reproduction. ### EG k = 1 Neutral CVaR(0.125) Combined Win Rate: 41.2. Result ID: 6a03328b47f34ce924e7db1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"1","objective":"Neutral"}. This record does not assert independent reproduction. ### NMD k = 1 Neutral CVaR(0.125) Combined Win Rate: 39.2. Result ID: 6a03328b47f34ce924e7db19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"1","objective":"Neutral"}. This record does not assert independent reproduction. ### EGPO† (HF) CVaR(0.125) Combined Win Rate: 9.1. Result ID: 6a03328b47f34ce924e7db17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"source":"Hugging Face"}. This record does not assert independent reproduction. ### SFT Base CVaR(0.125) Combined Win Rate: 2.4. Result ID: 6a03328b47f34ce924e7db16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"type":"Baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.