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Cotterell, Ryan (22)
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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (4)
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 (4)
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Hits 1 – 20 of 22
1
Estimating the Entropy of Linguistic Distributions ...
Arora, Aryaman
;
Meister, Clara
;
Cotterell, Ryan
. - : arXiv, 2022
BASE
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2
On Homophony and Rényi Entropy ...
Pimentel, Tiago
;
Meister, Clara Isabel
;
Teufel, Simone
. - : ETH Zurich, 2021
BASE
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3
On Homophony and Rényi Entropy ...
Pimentel, Tiago
;
Meister, Clara
;
Teufel, Simone
. - : arXiv, 2021
BASE
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4
On Homophony and Rényi Entropy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cotterell, Ryan
;
Meister, Clara
. - : Underline Science Inc., 2021
BASE
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5
Searching for Search Errors in Neural Morphological Inflection ...
Forster, Martina
;
Meister, Clara Isabel
;
Cotterell, Ryan
. - : ETH Zurich, 2021
BASE
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6
Revisiting the Uniform Information Density Hypothesis ...
Meister, Clara
;
Pimentel, Tiago
;
Haller, Patrick
. - : arXiv, 2021
BASE
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7
Revisiting the Uniform Information Density Hypothesis ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cotterell, Ryan
;
Haller, Patrick
. - : Underline Science Inc., 2021
BASE
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8
Conditional Poisson Stochastic Beams ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Amini, Afra
;
Cotterell, Ryan
. - : Underline Science Inc., 2021
BASE
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9
Language Model Evaluation Beyond Perplexity ...
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
;
Cotterell, Ryan
;
Meister, Clara
. - : Underline Science Inc., 2021
BASE
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10
A surprisal--duration trade-off across and within the world's languages ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Blasi, Damián
;
Cotterell, Ryan
. - : Underline Science Inc., 2021
BASE
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11
Determinantal Beam 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
;
Cotterell, Ryan
;
Forster, Martina
. - : Underline Science Inc., 2021
BASE
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12
Is Sparse Attention more Interpretable? ...
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
;
Augenstein, Isabelle
;
Cotterell, Ryan
. - : Underline Science Inc., 2021
BASE
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13
Revisiting the Uniform Information Density Hypothesis ...
Meister, Clara Isabel
;
Pimentel, Tiago
;
Haller, Patrick
. - : ETH Zurich, 2021
BASE
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14
A Plug-and-Play Method for Controlled Text Generation ...
Pascual, Damian
;
Egressy, Béni
;
Meister, Clara Isabel
;
Cotterell, Ryan
;
Wattenhofer, Roger
. - : ETH Zurich, 2021
Abstract:
Large pre-trained language models have repeatedly shown their ability to produce fluent text. Yet even when starting from a prompt, generation can continue in many plausible directions. Current decoding methods with the goal of controlling generation, e.g., to ensure specific words are included, either require additional models or fine-tuning, or work poorly when the task at hand is semantically unconstrained, e.g., story generation. In this work, we present a plug-and-play decoding method for controlled language generation that is so simple and intuitive, it can be described in a single sentence: given a topic or keyword, we add a shift to the probability distribution over our vocabulary towards semantically similar words. We show how annealing this distribution can be used to impose hard constraints on language generation, something no other plug-and-play method is currently able to do with SOTA language generators. Despite the simplicity of this approach, we see it works incredibly well in practice: ... : Findings of the Association for Computational Linguistics: EMNLP 2021 ...
URL:
http://hdl.handle.net/20.500.11850/518988
https://dx.doi.org/10.3929/ethz-b-000518988
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15
Language Model Evaluation Beyond Perplexity ...
Meister, Clara Isabel
;
Cotterell, Ryan
. - : ETH Zurich, 2021
BASE
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16
Determinantal Beam Search ...
Meister, Clara Isabel
;
Forster, Martina
;
Cotterell, Ryan
. - : ETH Zurich, 2021
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17
Is Sparse Attention more Interpretable? ...
Meister, Clara Isabel
;
Lazov, Stefan
;
Augenstein, Isabelle
. - : ETH Zurich, 2021
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18
A Cognitive Regularizer for Language Modeling ...
Wei, Jason
;
Meister, Clara
;
Cotterell, Ryan
. - : arXiv, 2021
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19
A Cognitive Regularizer for Language 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
;
Cotterell, Ryan
;
Meister, Clara
. - : Underline Science Inc., 2021
BASE
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20
A Cognitive Regularizer for Language Modeling ...
Wei, Jason
;
Meister, Clara Isabel
;
Cotterell, Ryan
. - : ETH Zurich, 2021
BASE
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