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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 Page: 1 2 3 Hits 1 – 20 of 48 1 Developing Conversational Data and Detection of Conversational Humor in Telugu ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Pétur O.; Jónsson, Haukur P.. - : Underline Science Inc., 2021 BASE Show details 2 Detecting Gender Bias using Explainability ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Krithika; Gupta, Gauri. - : Underline Science Inc., 2021 BASE Show details 3 Characterizing Test Anxiety on Social Media ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Julka, Esha; Kowalishin, Olivia. - : Underline Science Inc., 2021 BASE Show details 4 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 5 Open Aspect Target Sentiment Classification with Natural Language Prompts ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Birle, Ian; Chang, Haw-Shiuan. - : Underline Science Inc., 2021 BASE Show details 6 SYSML: StYlometry with Structure and Multitask Learning: Implications for Darknet Forum Migrant Analysis ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Maneriker, Pranav. - : Underline Science Inc., 2021 BASE Show details 7 Connecting Attributions and QA Model Behavior on Realistic Counterfactuals ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Durrett, Greg; Nair, Rohan; Ye, Xi. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.447/ Abstract: When a model attribution technique highlights a particular part of the input, a user might understand this highlight as making a statement about counterfactuals (Miller, 2019): if that part of the input were to change, the model's prediction might change as well. This paper investigates how well different attribution techniques align with this assumption on realistic counterfactuals in the case of reading comprehension (RC). RC is a particularly challenging test case, as token-level attributions that have been extensively studied in other NLP tasks such as sentiment analysis are less suitable to represent the reasoning that RC models perform. We construct counterfactual sets for three different RC settings, and through heuristics that can connect attribution methods' outputs to high-level model behavior, we can evaluate how useful different attribution methods and even different formats are for understanding counterfactuals. We ... Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Sentiment Analysis URL: https://dx.doi.org/10.48448/rxrd-6468 https://underline.io/lecture/37547-connecting-attributions-and-qa-model-behavior-on-realistic-counterfactuals BASE Hide details 8 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 9 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 10 CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ke, Zixuan; Liu, Bing. - : Underline Science Inc., 2021 BASE Show details 11 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 12 Perceived and Intended Sarcasm Detection with Graph Attention Networks ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Flek, Lucie; Plepi, Joan. - : Underline Science Inc., 2021 BASE Show details 13 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 14 Improving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, Guimin; qin, han. - : Underline Science Inc., 2021 BASE Show details 15 How much coffee was consumed during EMNLP 2019? Fermi Problems: A New Reasoning Challenge for AI ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chandrasekaran, Arjun; Clark, Peter. - : Underline Science Inc., 2021 BASE Show details 16 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 17 Towards Label-Agnostic Emotion Embeddings ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Buechel, Sven; Hahn, Udo. - : Underline Science Inc., 2021 BASE Show details 18 The Effect of Round-Trip Translation on Fairness in Sentiment Analysis ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Christiansen, Jonathan Gabel; Gammelgaard, Mathias Lykke. - : Underline Science Inc., 2021 BASE Show details 19 Multimodal Phased Transformer for Sentiment Analysis ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Cheng, Junyan; Fostiropoulos, Iordanis. - : Underline Science Inc., 2021 BASE Show details 20 MATE: Multi-view Attention for Table Transformer Efficiency ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Cohen, William; Eisenschlos, Julian. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3

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