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1
Knowledge Distillation for Quality Estimation ...
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Knowledge Distillation for Quality Estimation ...
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3
Controllable Text Simplification with Explicit Paraphrasing ...
NAACL 2021 2021; Alva-Manchego, Fernando; Maddela, Mounica. - : Underline Science Inc., 2021
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4
The (Un)Suitability of Automatic Evaluation Metrics for Text Simplification ...
Abstract: In order to simplify sentences, several rewriting operations can be performed such as replacing complex words per simpler synonyms, deleting unnecessary information, and splitting long sentences. Despite this multi-operation nature, evaluation of automatic simplification systems relies on metrics that moderately correlate with human judgements on the simplicity achieved by executing specific operations (e.g.\ simplicity gain based on lexical replacements). In this article, we investigate how well existing metrics can assess sentence-level simplifications where multiple operations may have been applied and which, therefore, require more general simplicity judgements. For that, we first collect a new and more reliable dataset for evaluating the correlation of metrics and human judgements of overall simplicity. Second, we conduct the first meta-evaluation of automatic metrics in Text Simplification, using our new dataset (and other existing data) to analyse the variation of the correlation between metrics' ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://underline.io/lecture/38205-the-(un)suitability-of-automatic-evaluation-metrics-for-text-simplification
https://dx.doi.org/10.48448/76fg-r602
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5
Knowledge distillation for quality estimation
Gajbhiye, Amit; Fomicheva, Marina; Alva-Manchego, Fernando. - : Association for Computational Linguistics, 2021
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6
deepQuest-py: large and distilled models for quality estimation
Alva-Manchego, Fernando; Obamuyide, Abiola; Gajbhiye, Amit. - : Association for Computational Linguistics, 2021
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7
IAPUCP at SemEval-2021 task 1: Stacking fine-tuned transformers is almost all you need for lexical complexity prediction
Rivas Rojas, Kervy; Alva-Manchego, Fernando. - : Association for Computational Linguistics, 2021
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8
The (un)suitability of automatic evaluation metrics for text simplification
Alva Manchego, Fernando; Scarton, Carolina; Specia, Lucia. - : Association for Computational Linguistics, 2021
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9
Controllable text simplification with explicit paraphrasing
Maddela, Mounica; Alva-Manchego, Fernando; Xu, Wei. - : Association for Computational Linguistics, 2021
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10
deepQuest-py: large and distilled models for quality estimation
In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrations ; 382 ; 389 (2021)
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11
Knowledge distillation for quality estimation
In: 5091 ; 5099 (2021)
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12
ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations
In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-02889823 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States (2020)
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13
Controllable Text Simplification with Explicit Paraphrasing ...
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14
ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations ...
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15
ASSET: A dataset for tuning and evaluation of sentence simplification models with multiple rewriting transformations
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16
Data-Driven Sentence Simplification: Survey and Benchmark
In: Computational Linguistics, Vol 46, Iss 1, Pp 135-187 (2020) (2020)
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17
Automatic Sentence Simplification with Multiple Rewriting Transformations
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18
Distributed knowledge based clinical auto-coding system
Kaur, Rajvir (S33301). - : U.S., Association for Computational Linguistics, 2019
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19
Towards semi-supervised Brazilian Portuguese semantic role labeling: Building a benchmark
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