# Hate speech classification on Measuring Hate Speech (MHS) (test) Source: [Hate speech classification on Measuring Hate Speech (MHS) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:50.067Z Evaluation of Hate Speech Classification performance on the test split of the Measuring Hate Speech (MHS) dataset, measured using 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) | Measuring Hate Speech (MHS) (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: OTHER. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | xList-Hate | 0.819 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.815 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.811 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.796 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.779 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.762 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.725 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.696 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.696 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.691 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.686 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.679 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.671 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.648 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | xList-Hate | 0.634 | Not recorded | 698575d7c97a0b3e3b5d5e87 | | Zero-shot | 0.599 | Not recorded | 698575d7c97a0b3e3b5d5e87 | ### xList-Hate AUC: 0.819. Result ID: 699647bf5698665ec48bbd76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3-4b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.815. Result ID: 699647bf5698665ec48bbd74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"llama3-3b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.811. Result ID: 699647bf5698665ec48bbd78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"mistral-7b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.796. Result ID: 699647bf5698665ec48bbd7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"mistral-24b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.779. Result ID: 699647bf5698665ec48bbd80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3-27b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.762. Result ID: 699647bf5698665ec48bbd7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3-12b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.725. Result ID: 699647bf5698665ec48bbd7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"llama3-8b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.696. Result ID: 699647bf5698665ec48bbd77. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-7b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.696. Result ID: 699647bf5698665ec48bbd7b. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3-12b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.691. Result ID: 699647bf5698665ec48bbd73. [Reporting paper]() Recorded evaluation configuration: {"Model":"llama3-3b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.686. Result ID: 699647bf5698665ec48bbd7d. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-24b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.679. Result ID: 699647bf5698665ec48bbd7f. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3-27b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.671. Result ID: 699647bf5698665ec48bbd75. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3-4b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.648. Result ID: 699647bf5698665ec48bbd79. [Reporting paper]() Recorded evaluation configuration: {"Model":"llama3-8b"}. This record does not assert independent reproduction. ### xList-Hate AUC: 0.634. Result ID: 699647bf5698665ec48bbd72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"llama3-1b"}. This record does not assert independent reproduction. ### Zero-shot AUC: 0.599. Result ID: 699647bf5698665ec48bbd71. [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.