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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 13 of 13 1 Detecting Gender Bias using Explainability ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Krithika; Gupta, Gauri; Vijay, Supriti. - : Underline Science Inc., 2021 Abstract: Explanations for AI systems have been used to improve the trustworthiness of these systems. These explanations can be used to find the undesirable implicit biases that machine learning models can rely on for their outputs. We apply this concept to detect gender bias in sentiment analysis models for textual data. With the help of an Equity Evaluation Corpus (EEC), we used different gender signals for otherwise identical input to the system and use explanations from LIME and SHAP to find a trend of bias, and identify terms that contribute the most to it. ... Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Sentiment Analysis URL: https://dx.doi.org/10.48448/xtya-7b69 https://underline.io/lecture/39696-detecting-gender-bias-using-explainability BASE Hide details 2 Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ong, Desmond; Suresh, Varsha. - : Underline Science Inc., 2021 BASE Show details 3 End-to-end style-conditioned poetry generation: What does it take to learn from examples alone? ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Eger, Steffen. - : Underline Science Inc., 2021 BASE Show details 4 Solving Aspect Category Sentiment Analysis as a Text Generation Task ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Liu, Jian. - : Underline Science Inc., 2021 BASE Show details 5 Improving Multimodal fusion via Mutual Dependency Maximisation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chapuis, Emile; Clavel, Chloé. - : Underline Science Inc., 2021 BASE Show details 6 Does Commonsense help in detecting Sarcasm? ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Basu Roy Chowdhury, Somnath; Chaturvedi, Snigdha. - : Underline Science Inc., 2021 BASE Show details 7 LMSOC: An Approach for Socially Sensitive Pretraining ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Aria; Kulkarni, Vivek. - : Underline Science Inc., 2021 BASE Show details 8 Comparative Opinion Quintuple Extraction from Product Reviews ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Liu, Ziheng; Xia, Rui. - : Underline Science Inc., 2021 BASE Show details 9 PASTE: A Tagging-Free Decoding Framework Using Pointer Networks for Aspect Sentiment Triplet Extraction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bhattacharya, Sourangshu; Butala, Yash. - : Underline Science Inc., 2021 BASE Show details 10 Dimensional Emotion Detection from Categorical Emotion ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Jeon, Jaeyeol; Kim, Jiseon. - : Underline Science Inc., 2021 BASE Show details 11 Adverse Drug Reaction Classification of Tweets with Fusion of Text and Drug Representations ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Sakhovskiy, Andrey; Tutubalina, Elena. - : Underline Science Inc., 2021 BASE Show details 12 Multilingual and Multilabel Emotion Recognition using Virtual Adversarial Training ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Gupta, Vikram. - : Underline Science Inc., 2021 BASE Show details 13 Monolingual Pre-Trained Language Models for Tigrinya ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Jong C.; Gaim, Fitsum. - : Underline Science Inc., 2021 BASE Show details

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