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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 – 5 of 5 1 Sample-efficient Linguistic Generalizations through Program Synthesis: Experiments with Phonology Problems ... Vaduguru, Saujas; Sathe, Aalok; Choudhury, Monojit; Sharma, Dipti Misra. - : arXiv, 2021 Abstract: Neural models excel at extracting statistical patterns from large amounts of data, but struggle to learn patterns or reason about language from only a few examples. In this paper, we ask: Can we learn explicit rules that generalize well from only a few examples? We explore this question using program synthesis. We develop a synthesis model to learn phonology rules as programs in a domain-specific language. We test the ability of our models to generalize from few training examples using our new dataset of problems from the Linguistics Olympiad, a challenging set of tasks that require strong linguistic reasoning ability. In addition to being highly sample-efficient, our approach generates human-readable programs, and allows control over the generalizability of the learnt programs. ... : SIGMORPHON 2021 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2106.06566 https://arxiv.org/abs/2106.06566 BASE Hide details 2 Sample-efficient Linguistic Generalizations through Program Synthesis: Experiments with Phonology Problems ... 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; Choudhury, Monojit; Misra Sharma, Dipti. - : Underline Science Inc., 2021 BASE Show details 3 Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance ... K, Karthikeyan; Sathe, Aalok; Aditya, Somak. - : arXiv, 2021 BASE Show details 4 Automatic Fact-Checking with Document-level Annotations using BERT and Multiple Instance Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Park, Joonsuk; Sathe, Aalok. - : Underline Science Inc., 2021 BASE Show details 5 TaxiNLI: Taking a Ride up the NLU Hill ... Joshi, Pratik; Aditya, Somak; Sathe, Aalok. - : arXiv, 2020 BASE Show details

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