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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 FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bansal, Mohit; Guo, Han. - : Underline Science Inc., 2021 BASE Show details 2 ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bansal, Mohit; Bauer, Lisa. - : Underline Science Inc., 2021 BASE Show details 3 EmailSum: Abstractive Email Thread Summarization ... 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; Bansal, Mohit; Celikyilmaz, Asli. - : Underline Science Inc., 2021 BASE Show details 4 Inducing Transformer’s Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bansal, Mohit; Jiang, Yichen. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.505/ Abstract: Systematic compositionality is an essential mechanism in human language, allowing the recombination of known parts to create novel expressions. However, existing neural models have been shown to lack this basic ability in learning symbolic structures. Motivated by the failure of a Transformer model on the SCAN compositionality challenge (Lake and Baroni, 2018), which requires parsing a command into actions, we propose two auxiliary sequence prediction tasks that track the progress of function and argument semantics, as additional training supervision. These automatically-generated sequences are more representative of the underlying compositional symbolic structures of the input data. During inference, the model jointly predicts the next action and the next tokens in the auxiliary sequences at each step. Experiments on the SCAN dataset show that our method encourages the Transformer to understand compositional structures of the ... Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing URL: https://dx.doi.org/10.48448/nhhj-ed29 https://underline.io/lecture/37845-inducing-transformers-compositional-generalization-ability-via-auxiliary-sequence-prediction-tasks BASE Hide details 5 I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling ... 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; Bansal, Mohit; Kiela, Douwe. - : Underline Science Inc., 2021 BASE Show details 6 InfoSurgeon: Cross-Media Fine-grained Information Consistency Checking for Fake News 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; Bansal, Mohit; Chang, Shih-Fu. - : Underline Science Inc., 2021 BASE Show details 7 Continuous Language Generative Flow ... 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; Bansal, Mohit; Kim, Hyounghun. - : Underline Science Inc., 2021 BASE Show details 8 ChrEnTranslate: Cherokee-English Machine Translation Demo with Quality Estimation and Corrective Feedback ... 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; Bansal, Mohit; Frey, Benjamin. - : Underline Science Inc., 2021 BASE Show details 9 Integrating Visuospatial, Linguistic, and Commonsense Structure into Story Visualization ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bansal, Mohit; Maharana, Adyasha. - : Underline Science Inc., 2021 BASE Show details 10 Summary-Source Proposition-level Alignment: Task, Datasets and Supervised Baseline ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Ramakanth; Bansal, Mohit. - : Underline Science Inc., 2021 BASE Show details 11 Continual Few-Shot Learning for Text Classification ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Ramakanth; Bansal, Mohit. - : Underline Science Inc., 2021 BASE Show details 12 Finding a Balanced Degree of Automation for Summary Evaluation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bansal, Mohit; Zhang, Shiyue. - : Underline Science Inc., 2021 BASE Show details 13 Analysis of Tree-Structured Architectures for Code Generation ... 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; Bansal, Mohit; Dahal, Samip. - : Underline Science Inc., 2021 BASE Show details

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