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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 Hits 1 – 20 of 89 1 Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics ... Deutsch, Daniel; Roth, Dan. - : arXiv, 2022 BASE Show details 2 Question-Based Salient Span Selection for More Controllable Text Summarization ... Deutsch, Daniel; Roth, Dan. - : arXiv, 2021 BASE Show details 3 Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies ... Geva, Mor; Khashabi, Daniel; Segal, Elad. - : arXiv, 2021 BASE Show details 4 ESTER: A Machine Reading Comprehension Dataset for Reasoning about Event Semantic Relations ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Baylon, Julia; Han, Rujun. - : Underline Science Inc., 2021 BASE Show details 5 What is Your Article Based On? Inferring Fine-grained Provenance ... 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; Ives, Zack; Roth, Dan. - : Underline Science Inc., 2021 BASE Show details 6 BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Cynthia; Huebner, Philip; Roth, Dan; Sulem, Elior. - : Underline Science Inc., 2021 Abstract: Transformer-based language models have taken the NLP world by storm. However, their potential for addressing important questions in language acquisition research has been largely ignored. In this work, we examined the grammatical knowledge of RoBERTa (Liu et al., 2019) when trained on a 5M word corpus of language acquisition data to simulate the input available to children between the ages 1 and 6. Using the behavioral probing paradigm, we found that a smaller version of RoBERTa-base that never predicts unmasked tokens, which we term BabyBERTa, acquires grammatical knowledge comparable to that of pre-trained RoBERTa-base - and does so with approximately 15X fewer parameters and 6,000X fewer words. We discuss implications for building more efficient models and the learnability of grammar from input available to children. Lastly, to support research on this front, we release our novel grammar test suite that is compatible with the small vocabulary of child-directed input. ... Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing URL: https://dx.doi.org/10.48448/j36t-vf29 https://underline.io/lecture/39845-babyberta-learning-more-grammar-with-small-scale-child-directed-language BASE Hide details 7 {Z}ero-shot {L}abel-Aware {E}vent {T}rigger and {A}rgument {C}lassification ... 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; Roth, Dan; Wang, Haoyu. - : Underline Science Inc., 2021 BASE Show details 8 Coreference Reasoning in Machine Reading Comprehension ... 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; ., Iryna; Moosavi, Nafise Sadat. - : Underline Science Inc., 2021 BASE Show details 9 Event-Centric Natural Language Processing ... 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, Muhao; Ji, Heng. - : Underline Science Inc., 2021 BASE Show details 10 Zero-shot Event Extraction via Transfer Learning: Challenges and Insights ... 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; Lyu, Qing; Roth, Dan. - : Underline Science Inc., 2021 BASE Show details 11 Do We Know What We Don't Know? Studying Unanswerable Questions beyond SQuAD 2.0 ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Hay, Jamaal; Roth, Dan. - : Underline Science Inc., 2021 BASE Show details 12 Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a Summary ... 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; Bedrax-Weiss, Tania; Deutsch, Daniel. - : Underline Science Inc., 2021 BASE Show details 13 Constrained Labeled Data Generation for Low-Resource 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; Guo, Ruohao; Roth, Dan. - : Underline Science Inc., 2021 BASE Show details 14 Extending Multilingual BERT to Low-Resource Languages ... Wang, Zihan; K, Karthikeyan; Mayhew, Stephen. - : arXiv, 2020 BASE Show details 15 Cross-lingual Entity Alignment with Incidental Supervision ... Chen, Muhao; Shi, Weijia; Zhou, Ben. - : arXiv, 2020 BASE Show details 16 Do Language Embeddings Capture Scales? ... Zhang, Xikun; Ramachandran, Deepak; Tenney, Ian. - : arXiv, 2020 BASE Show details 17 TransOMCS: From Linguistic Graphs to Commonsense Knowledge ... Zhang, Hongming; Khashabi, Daniel; Song, Yangqiu. - : arXiv, 2020 BASE Show details 18 Is Killed More Significant than Fled? A Contextual Model for Salient Event Detection ... The 28th International Conference on Computational Linguistics 2020; Deutsch, Daniel; Jindal, Disha. - : Underline Science Inc., 2020 BASE Show details 19 Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a Summary ... Deutsch, Daniel; Bedrax-Weiss, Tania; Roth, Dan. - : arXiv, 2020 BASE Show details 20 Extending Wikification: Nominal discovery, nominal linking, and the grounding of nouns Chen, Liang-Wei. - 2020 BASE Show details Page: 1 2 3 4 5

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