Crows pairs dataset
WebAug 25, 2024 · Method #1: Curated Datasets. A common method for measuring bias is to utilize a dataset designed to detect bias for a specific problem. ... CrowS-Pairs, StereoSet are crowdsourced datasets of paired sentences, one which is more stereotypical than the other for a specific attribute. Useful for any masked-language models such as BERT, … WebThis repository contains the data and code introduced in the paper "CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models" (EMNLP 2024). - crows-pairs/cro...
Crows pairs dataset
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WebTable 1: Examples from CrowS-Pairs for each bias category. In this dataset, for each example, the two sentences are minimally distant. We’ve highlighted the words that are … WebSep 30, 2024 · CrowS-Pairs has 1508 examples that cover stereotypes dealing with nine types of bias, like race, religion, and age. In CrowS-Pairs a model is presented with two sentences: one that is more stereotyping and another that is less stereotyping. The data focuses on stereotypes about historically disadvantaged groups and contrasts them with ...
WebThis model is a fine-tuned version of roberta-large on the crows_pairs dataset. It achieves the following results on the evaluation set: Loss: 0.6933; Accuracy: 0.4967; Model description More information needed. Intended uses & limitations More information needed. Training and evaluation data More information needed WebCrowS-pairs were likely to be relevant in the French context. Translation. We randomly divided the 1,508 sentence pairs contained in the CrowS-pairs dataset in 16 random samples of 90 sentence pairs (plus one of 68 sentence pairs). In each set, we selected one sentence per language pair. The sen-tence was then translated into French by one of the
WebCrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models ... CrowS-Pairs has 1508 examples that cover stereotypes dealing with nine types of bias, like race, religion, and age. … Webgpt2_crows_pairs_finetuned This model is a fine-tuned version of gpt2 on the crows_pairs dataset. It achieves the following results on the evaluation set: Loss: 4.9930; Accuracy: 0.5033
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WebData set name: Crows-Pairs-fr. Citation (if available): Névéol A, Dupont Y, Bezançon J, Fort K. French CrowS-Pairs: Extending a challenge dataset for measuring social bias in masked language models to a language other than English. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics - ACL 2024 flare for photoshopWebWe build on the US-centered CrowS-pairs dataset to create a multilingual stereotypes dataset that allows for comparability across languages while also characterizing biases that are specific to each country and language. We introduce 1,679 sentence pairs in French that cover stereotypes in ten types of bias like gender and age. 1,467 sentence ... can spinach be reheatedWebJan 1, 2024 · CrowS-Pairs (Nangia et al., 2024) is an intrasentence dataset of minimal pairs, where one sentence contains a disadvantaged social group that either fulfills or … flare for the scorch trialsWebCrowS-Pairs has 1508 examples that cover stereotypes dealing with nine types of bias, like race, religion, and age. In CrowS-Pairs a model is presented with two sentences: one that is more stereotyping and another that is less stereotyping. The data focuses on stereotypes about historically disadvantaged groups and contrasts them with ... flare fort nasu switchThe dataset along with its annotations is in crows_pairs_anonymized.csv. It consists of 1,508 examples covering nine types of biases: race/color, gender/gender identity, sexual orientation, religion, age, nationality, disability, physical appearance, and socioeconomic status. Each example is a sentence pair, where the … See more CrowS-Pairs is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. It is created using prompts taken from the ROCStories corpora and the fiction part of MNLI. Please refer to their … See more can spinach expireflare fort wayneWebThis demo makes us of the English section of the CrowS-Pair dataset of Névéol et al. (2024), which is adapted from the original version by Nangia et al. (2024). can spinach constipate