# Hate speech classification on ETHOS (test) Source: [Hate speech classification on ETHOS (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:50.021Z Evaluation of hate speech classification performance on the test split of the ETHOS dataset, reporting AUC. 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 | Hate speech classification | | Dataset (including any stated split) | ETHOS (test) | | Metric | AUC | | 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 - [AUC](): Higher is better; unit: SCALAR. - [Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | xList-Hate | 0.912 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.908 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.902 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.902 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.883 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.882 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.853 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.845 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.834 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.832 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.819 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.804 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.804 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.799 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.724 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.713 | Not recorded | 698575d7c97a0b3e3b5d5e87 | ### xList-Hate AUC: 0.912. Result ID: 699647bf5698665ec48bbd4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"mistral-24b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.908. Result ID: 699647bf5698665ec48bbd48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"mistral-7b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.902. Result ID: 699647bf5698665ec48bbd4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3-12b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.902. Result ID: 699647bf5698665ec48bbd50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3-27b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.883. Result ID: 699647bf5698665ec48bbd44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"llama3-3b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.882. Result ID: 699647bf5698665ec48bbd46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3-4b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.853. Result ID: 699647bf5698665ec48bbd47. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-7b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.845. Result ID: 699647bf5698665ec48bbd4b. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3-12b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.834. Result ID: 699647bf5698665ec48bbd4d. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-24b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.832. Result ID: 699647bf5698665ec48bbd4f. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3-27b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.819. Result ID: 699647bf5698665ec48bbd45. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3-4b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.804. Result ID: 699647bf5698665ec48bbd43. [Reporting paper]() Recorded evaluation configuration: {"Model":"llama3-3b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.804. Result ID: 699647bf5698665ec48bbd4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"llama3-8b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.799. Result ID: 699647bf5698665ec48bbd49. [Reporting paper]() Recorded evaluation configuration: {"Model":"llama3-8b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.724. Result ID: 699647bf5698665ec48bbd42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"llama3-1b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.713. Result ID: 699647bf5698665ec48bbd41. [Reporting paper]() Recorded evaluation configuration: {"Model":"llama3-1b"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.