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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 4 5 6 7 8...63 Hits 61 – 80 of 1.251 61 AND does not mean OR: Using Formal Languages to Study Language Models’ Representations ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Feiman, Roman; Pavlick, Ellie. - : Underline Science Inc., 2021 BASE Show details 62 Constructing Multi-Modal Dialogue Dataset by Replacing Text with Semantically Relevant Images ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Choi, Ho-jin; Choi, Ho-Jin. - : Underline Science Inc., 2021 BASE Show details 63 Bird’s Eye: Probing for Linguistic Graph Structures with a Simple Information-Theoretic Approach ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Hou, Yifan; Sachan, Mrinmaya. - : Underline Science Inc., 2021 BASE Show details 64 Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Search ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Cho, Kyunghyun; Kim, Gyuwan. - : Underline Science Inc., 2021 BASE Show details 65 DALC: the Dutch Abusive Language Corpus ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Caselli, Tommaso; Leistra, Folkert. - : Underline Science Inc., 2021 BASE Show details 66 Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity Recognition ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Zhang, Xin. - : Underline Science Inc., 2021 BASE Show details 67 VL-BERT+: Detecting Protected Groups in Hateful Multimodal Memes ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Aggarwal, Piush; Gold, Darina. - : Underline Science Inc., 2021 BASE Show details 68 Attention-based Contextual Language Model Adaptation for Speech Recognition ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bulkyo, Ivan; Diehl Martinez, Richard. - : Underline Science Inc., 2021 BASE Show details 69 Human-in-the-Loop for Data Collection: a Multi-Target Counter Narrative Dataset to Fight Online Hate Speech ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bonaldi, Helena; Fanton, Margherita. - : Underline Science Inc., 2021 BASE Show details 70 ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Qin, Yujia. - : Underline Science Inc., 2021 BASE Show details 71 LUX (Linguistic aspects Under eXamination): Discourse Analysis for Automatic Fake News Classification ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Azevedo, Lucas; d'Aquin, Mathieu. - : Underline Science Inc., 2021 BASE Show details 72 Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Feder, Amir; Gat, Itai. - : Underline Science Inc., 2021 BASE Show details 73 Evidence-based Factual Error Correction ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Throne, James; Vlachos, Andreas. - : Underline Science Inc., 2021 BASE Show details 74 SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Images ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Alam, Firoj; Bin Ali, Bishr. - : Underline Science Inc., 2021 BASE Show details 75 A DQN-based Approach to Finding Precise Evidences for Fact Verification ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Chen, Haicheng; Du, Jianfeng. - : Underline Science Inc., 2021 BASE Show details 76 Embedding Time Differences in Context-sensitive Neural Networks for Learning Time to Event ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Amiri, Hadi; Dehghani, Nazanin. - : Underline Science Inc., 2021 BASE Show details 77 A Span-based Dynamic Local Attention Model for Sequential Sentence Classification ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Shang, Xichen. - : Underline Science Inc., 2021 BASE Show details 78 Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Kiela, Douwe; Talat, Zeerak. - : Underline Science Inc., 2021 BASE Show details 79 2A: Sentiment Analysis, Stylistic Analysis, and Argument Mining #1 ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 80 On Sample Based Explanation Methods for NLP: Faithfulness, Efficiency and Semantic Evaluation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Zhang, Wei. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.419 Abstract: In the recent advances of natural language processing, the scale of the state-of-the-art models and datasets is usually extensive, which challenges the application of sample-based explanation methods in many aspects, such as explanation interpretability, efficiency, and faithfulness. In this work, for the first time, we can improve the interpretability of explanations by allowing arbitrary text sequences as the explanation unit. On top of this, we implement a hessian-free method with a model faithfulness guarantee. Finally, to compare our method with the others, we propose a semantic-based evaluation metric that can better align with humans' judgment of explanations than the widely adopted diagnostic or re-training measures. The empirical results on multiple real data sets demonstrate the proposed method's superior performance to popular explanation techniques such as Influence Function or TracIn on semantic evaluation. ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://underline.io/lecture/25843-on-sample-based-explanation-methods-for-nlp-faithfulness,-efficiency-and-semantic-evaluation https://dx.doi.org/10.48448/zffx-yb03 BASE Hide details Page: 1 2 3 4 5 6 7 8...63

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