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1
Formal Language Recognition by Hard Attention Transformers: Perspectives from Circuit Complexity ...
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2
An Adversarial Benchmark for Fake News Detection Models ...
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3
Attribution Analysis of Grammatical Dependencies in LSTMs ...
Hao, Yiding. - : arXiv, 2020
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4
Probabilistic Predictions of People Perusing: Evaluating Metrics of Language Model Performance for Psycholinguistic Modeling ...
Abstract: By positing a relationship between naturalistic reading times and information-theoretic surprisal, surprisal theory (Hale, 2001; Levy, 2008) provides a natural interface between language models and psycholinguistic models. This paper re-evaluates a claim due to Goodkind and Bicknell (2018) that a language model's ability to model reading times is a linear function of its perplexity. By extending Goodkind and Bicknell's analysis to modern neural architectures, we show that the proposed relation does not always hold for Long Short-Term Memory networks, Transformers, and pre-trained models. We introduce an alternate measure of language modeling performance called predictability norm correlation based on Cloze probabilities measured from human subjects. Our new metric yields a more robust relationship between language model quality and psycholinguistic modeling performance that allows for comparison between models with different training configurations. ... : To appear in the proceedings of the Cognitive Modeling and Computational Linguistics workshop (CMCL) at EMNLP 2020 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Neural and Evolutionary Computing cs.NE
URL: https://dx.doi.org/10.48550/arxiv.2009.03954
https://arxiv.org/abs/2009.03954
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5
Rhythmic Syncope in Subregular Phonology
In: University of Pennsylvania Working Papers in Linguistics (2020)
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6
Metrical Grids and Generalized Tier Projection
In: Proceedings of the Society for Computation in Linguistics (2020)
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7
Computing Vowel Harmony: The Generative Capacity of Search & Copy
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2019 Annual Meeting on Phonology ; 2377-3324 (2020)
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8
Action-Sensitive Phonological Dependencies ...
Hao, Yiding; Bowers, Dustin. - : arXiv, 2019
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9
Finding Syntactic Representations in Neural Stacks ...
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10
Learnability and Overgeneration in Computational Syntax
In: Proceedings of the Society for Computation in Linguistics (2019)
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