Dataset · Hugging Face

dyf2316/OmniFair

Name: OmniFair
Creator: dyf2316
License: cc-by-4.0
Keywords: task_categories:text-generation, task_categories:question-answering, task_categories:text-classification, language:en, license:cc-by-4.0, size_categories:1K<n<10K, format:imagefolder, modality:audio, modality:image, library:datasets, library:mlcroissant, region:us, fairness, bias, evaluation

OmniFair: A Unified Fairness Benchmark Across Tasks and Modalities OmniFair is the first fairness benchmark with instance-level cross-task and cross-modal alignment. It introduces the Bias Semantic Unit (BSU), a task- and modality-independent representation of bias, and uses it to construct: BiasAtlas: a semantic space of 416K unique BSUs distilled from 143 fairness benchmarks and 11M multilingual news articles. OmniFair Benchmark: 46,125 evaluation instances spanning 5 task… See the full description on the dataset page: https://huggingface.co/datasets/dyf2316/OmniFair.

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Author / organization	dyf2316
License (as declared)	cc-by-4.0
Downloads	479 (as reported by Hugging Face)
Likes	0
Created	7 August 2026
Last updated at source	7 August 2026

fairnessbiasevaluationmultimodalbenchmarkstereotypemllm

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