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Bias Detection datasets

archive 2025-07-28

11 datasets carry the task tag "Bias Detection" (the task itself: Bias Detection), ordered by the archive's paper count. Page 1 of 1: 11 shown of 11. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Bias Detection 11

Bias Detection datasets 1–11 of 11

StereoSet
A large-scale natural dataset in English to measure stereotypical biases in four domains: gender, profession, race, and religion.
Bias Detection
156 papers · 1 benchmark
BASIL
300 news articles annotated with 1,727 bias spans and find evidence that informational bias appears in news articles more frequently than lexical bias.
Text ClassificationBias Detection
27 papers · 0 benchmarks
Grep-BiasIR (Gender Representation-Bias for Information Retrieval)
Grep-BiasIR is a novel thoroughly-audited dataset which aim to facilitate the studies of gender bias in the retrieved results of IR systems.
TextsInformation RetrievalBias DetectionGender Bias Detection
5 papers · 0 benchmarks
CI-MNIST (Correlated and Imbalanced MNIST)
CI-MNIST (Correlated and Imbalanced MNIST) is a variant of MNIST dataset with introduced different types of correlations between attributes, dataset features, and an artificial eligibility criterion.
ImagesTextsTabularImage ClassificationFairnessBias DetectionAge And Gender ClassificationGender Bias Detectionimbalanced classification
4 papers · 0 benchmarks
CLEAR-Bias (Corpus for Linguistic Evaluation of Adversarial Robustness against Bias)
CLEAR-Bias is a benchmark dataset designed to evaluate the robustness of large language models (LLMs) against bias elicitation, particularly under adversarial conditions.
TextsAdversarial RobustnessBias DetectionAI and SafetyLLM Jailbreak
2 papers · 0 benchmarks
NewB
A text corpus of more than 200,000 sentences from eleven news sources regarding Donald Trump.
Bias Detection
2 papers · 0 benchmarks
TwinViews-13k
TwinViews-13k is a dataset of 13,855 pairs of left-leaning and right-leaning political statements, each pair matched by topic.
TextsFairnessBias DetectionPolitical Salient Issue Orientation Detection
2 papers · 0 benchmarks
Filipino CrowS-Pairs and Filipino WinoQueer
Filipino CrowS-Pairs and Filipino WinoQueer assess sexist and homophobic biases in language models handling Filipino.
TextsBias DetectionGender Bias Detection
1 paper · 0 benchmarks
WEATHub
WEATHub is a dataset containing 24 languages.
TextsBias Detection
1 paper · 0 benchmarks
international faces
"The Chicago Face Database was developed at the University of Chicago by Debbie S.
ImagesTabularFace RecognitionBias DetectionGender Bias Detection
1 paper · 0 benchmarks
rt-inod-bias (Red Teaming Innodata Bias)
The Innodata Red Teaming Prompts aims to rigorously assess models’ factuality and safety.
Bias Detection
1 paper · 1 benchmark

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.