# Toxicity Unlearning on Toxicity Source: [Toxicity Unlearning on Toxicity]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:20:33.295Z Evaluation of machine unlearning effectiveness on the Toxicity dataset, specifically measuring the success of unlearning toxicity attributes using the S-unlearning 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 | Toxicity Unlearning | | Dataset (including any stated split) | Toxicity | | Metric | S-unlearning Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [S-unlearning Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | S-unlearning Score | Result date | Report paper | | --- | --- | --- | --- | | multi-layer toxicity unlearning objective | 0.45 | Not recorded | 6a167aaddbd7150506f800d2 | | multi-layer toxicity unlearning objective | 0.43 | Not recorded | 6a167aaddbd7150506f800d2 | | Base | 0.43 | Not recorded | 6a167aaddbd7150506f800d2 | | RMU | 0.43 | Not recorded | 6a167aaddbd7150506f800d2 | | Adaptive RMU | 0.41 | Not recorded | 6a167aaddbd7150506f800d2 | | multi-layer toxicity unlearning objective | 0.35 | Not recorded | 6a167aaddbd7150506f800d2 | | Base | 0.34 | Not recorded | 6a167aaddbd7150506f800d2 | | multi-layer toxicity unlearning objective | 0.34 | Not recorded | 6a167aaddbd7150506f800d2 | | RMU | 0.33 | Not recorded | 6a167aaddbd7150506f800d2 | | Adaptive RMU | 0.32 | Not recorded | 6a167aaddbd7150506f800d2 | | Base | 0.32 | Not recorded | 6a167aaddbd7150506f800d2 | | Base | 0.32 | Not recorded | 6a167aaddbd7150506f800d2 | | RMU | 0.31 | Not recorded | 6a167aaddbd7150506f800d2 | | RMU | 0.3 | Not recorded | 6a167aaddbd7150506f800d2 | | Adaptive RMU | 0.29 | Not recorded | 6a167aaddbd7150506f800d2 | | Adaptive RMU | 0.29 | Not recorded | 6a167aaddbd7150506f800d2 | ### multi-layer toxicity unlearning objective S-unlearning Score: 0.45. Result ID: 6a16a7aefbc373592c0fb483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### multi-layer toxicity unlearning objective S-unlearning Score: 0.43. Result ID: 6a16a7aefbc373592c0fb47b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B"}. This record does not assert independent reproduction. ### Base S-unlearning Score: 0.43. Result ID: 6a16a7aefbc373592c0fb480. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### RMU S-unlearning Score: 0.43. Result ID: 6a16a7aefbc373592c0fb481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Adaptive RMU S-unlearning Score: 0.41. Result ID: 6a16a7aefbc373592c0fb482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### multi-layer toxicity unlearning objective S-unlearning Score: 0.35. Result ID: 6a16a7aefbc373592c0fb487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Olmo3-7B"}. This record does not assert independent reproduction. ### Base S-unlearning Score: 0.34. Result ID: 6a16a7aefbc373592c0fb478. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B"}. This record does not assert independent reproduction. ### multi-layer toxicity unlearning objective S-unlearning Score: 0.34. Result ID: 6a16a7aefbc373592c0fb47f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B"}. This record does not assert independent reproduction. ### RMU S-unlearning Score: 0.33. Result ID: 6a16a7aefbc373592c0fb479. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B"}. This record does not assert independent reproduction. ### Adaptive RMU S-unlearning Score: 0.32. Result ID: 6a16a7aefbc373592c0fb47a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B"}. This record does not assert independent reproduction. ### Base S-unlearning Score: 0.32. Result ID: 6a16a7aefbc373592c0fb47c. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B"}. This record does not assert independent reproduction. ### Base S-unlearning Score: 0.32. Result ID: 6a16a7aefbc373592c0fb484. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Olmo3-7B"}. This record does not assert independent reproduction. ### RMU S-unlearning Score: 0.31. Result ID: 6a16a7aefbc373592c0fb47d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B"}. This record does not assert independent reproduction. ### RMU S-unlearning Score: 0.3. Result ID: 6a16a7aefbc373592c0fb485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Olmo3-7B"}. This record does not assert independent reproduction. ### Adaptive RMU S-unlearning Score: 0.29. Result ID: 6a16a7aefbc373592c0fb47e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B"}. This record does not assert independent reproduction. ### Adaptive RMU S-unlearning Score: 0.29. Result ID: 6a16a7aefbc373592c0fb486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Olmo3-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.