WebSep 30, 2024 · Title: CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models. Authors: Nikita Nangia, Clara Vania, Rasika Bhalerao, ... (CrowS-Pairs). 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 … WebIn parallel, the PhD candidate will determine if previously created datasets, such as CrowS-Pairs (Nangia2024) and its adaptations in other languages like French CrowS-Pairs (Neveol2024) can be re-used in the context of auto-regressive language models and propose appropriate metrics. Another dimension that we want to cover in the work is to ...

[2010.00133] CrowS-Pairs: A Challenge Dataset for …

WebWe 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 ... WebThe four benchmark datasets we consider 1) are de-signed to test NLP systems on two tasks—language modeling and coreference resolution, 2) consist of pairs of contrastive sentences (§2.1), and 3) are accompanied by aggregating metrics (§2.2). The datasets also vary in how the sentence pairs were constructed (by subject matter experts, brookline athletics youtube

BigScienceBiasEval/crows_pairs_multilingual · Datasets at …

WebThis 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). WebCrowS-Pairs is a crowdsourced dataset created to be used as a challenge set for measuring the degree to which U.S. stereotypical biases are present in large pretrained … The 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 careerbuilder jobs dallas tx