# Helpful and Harmless Response Generation on PKU-SafeRLHF alpaca2-7b (test) Source: [Helpful and Harmless Response Generation on PKU-SafeRLHF alpaca2-7b (test)]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:07:26.761Z Evaluation of model performance on generating responses that are both helpful and harmless using the test split of the PKU-SafeRLHF alpaca2-7b dataset, measured by Helpfulness, Harmlessness, and Safety Ratios. 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 | Helpful and Harmless Response Generation | | Dataset (including any stated split) | PKU-SafeRLHF alpaca2-7b (test) | | Metric | Helpfulness | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Helpfulness](): Higher is better; unit: SCALAR. - [Harmlessness](): Higher is better; unit: SCALAR. - [Safe Ratio](): Higher is better; unit: PERCENT. - [Safe Ratio (RM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Helpfulness | Result date | Report paper | | --- | --- | --- | --- | | DPO-bettersafe | 8.53 | Not recorded | 69e7049b7d0172140ec7ed49 | | Cat-DPO | 8.47 | Not recorded | 69e7049b7d0172140ec7ed49 | | Cat-DPO | 8.38 | Not recorded | 69e7049b7d0172140ec7ed49 | | DPO-harmless | 8.25 | Not recorded | 69e7049b7d0172140ec7ed49 | | SafeDPO | 8.2 | Not recorded | 69e7049b7d0172140ec7ed49 | | SafeDPO | 8.05 | Not recorded | 69e7049b7d0172140ec7ed49 | | SACPO | 7.92 | Not recorded | 69e7049b7d0172140ec7ed49 | | DPO-harmless | 7.76 | Not recorded | 69e7049b7d0172140ec7ed49 | | DPO-bettersafe | 7.69 | Not recorded | 69e7049b7d0172140ec7ed49 | | SACPO | 7.65 | Not recorded | 69e7049b7d0172140ec7ed49 | | DPO-helpful | 7.61 | Not recorded | 69e7049b7d0172140ec7ed49 | | DPO-helpful | 6.53 | Not recorded | 69e7049b7d0172140ec7ed49 | | Base | 5.15 | Not recorded | 69e7049b7d0172140ec7ed49 | | Base | 1.69 | Not recorded | 69e7049b7d0172140ec7ed49 | ### DPO-bettersafe Helpfulness: 8.53. Result ID: 69e74c4f47f34ce924ce15d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### Cat-DPO Helpfulness: 8.47. Result ID: 69e74c4f47f34ce924ce15d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### Cat-DPO Helpfulness: 8.38. Result ID: 69e74c4f47f34ce924ce15d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Alpaca-7B"}. This record does not assert independent reproduction. ### DPO-harmless Helpfulness: 8.25. Result ID: 69e74c4f47f34ce924ce15d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### SafeDPO Helpfulness: 8.2. Result ID: 69e74c4f47f34ce924ce15d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Alpaca-7B"}. This record does not assert independent reproduction. ### SafeDPO Helpfulness: 8.05. Result ID: 69e74c4f47f34ce924ce15d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### SACPO Helpfulness: 7.92. Result ID: 69e74c4f47f34ce924ce15d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### DPO-harmless Helpfulness: 7.76. Result ID: 69e74c4f47f34ce924ce15cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Alpaca-7B"}. This record does not assert independent reproduction. ### DPO-bettersafe Helpfulness: 7.69. Result ID: 69e74c4f47f34ce924ce15ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Alpaca-7B"}. This record does not assert independent reproduction. ### SACPO Helpfulness: 7.65. Result ID: 69e74c4f47f34ce924ce15cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Alpaca-7B"}. This record does not assert independent reproduction. ### DPO-helpful Helpfulness: 7.61. Result ID: 69e74c4f47f34ce924ce15d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### DPO-helpful Helpfulness: 6.53. Result ID: 69e74c4f47f34ce924ce15cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Alpaca-7B"}. This record does not assert independent reproduction. ### Base Helpfulness: 5.15. Result ID: 69e74c4f47f34ce924ce15d2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### Base Helpfulness: 1.69. Result ID: 69e74c4f47f34ce924ce15cb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Alpaca-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.