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Entity-Based Semantic Adequacy for Data-to-Text Generation
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In: Findings of the Association for Computational Linguistics: EMNLP 2021 ; Proceeddings of the 2021 Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-03461309 ; Proceeddings of the 2021 Conference on Empirical Methods in Natural Language Processing, Nov 2021, Punta Cana, Dominican Republic. pp.1530--1540 (2021)
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An Error Analysis Framework for Shallow Surface Realisation
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In: EISSN: 2307-387X ; Transactions of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03159422 ; Transactions of the Association for Computational Linguistics, The MIT Press, 2021, 9 ; https://www.aclweb.org/anthology/venues/tacl/ (2021)
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Discourse-Based Sentence Splitting
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In: ACL Anthology ; EMNLP 2021 The 2021 Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-03461298 ; EMNLP 2021 The 2021 Conference on Empirical Methods in Natural Language Processing, Nov 2021, Punta Cana, Dominican Republic. pp.1530-1540 (2021)
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Gathering Information and Engaging the User ComBot : A Task-Based, Serendipitous Dialog Model for Patient-Doctor Interactions
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In: Proceedings of the Second Workshop on Natural Language Processing for Medical Conversations ; NLPMC 2021 - Second Workshop on Natural Language Processing for Medical Conversations ; https://hal.archives-ouvertes.fr/hal-03461330 ; NLPMC 2021 - Second Workshop on Natural Language Processing for Medical Conversations, Jun 2021, Mexico, Mexico. pp.21-29 ; https://aclanthology.org/2021.nlpmc-1.3 (2021)
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Active Learning and Multi-label Classification for Ellipsis and Coreference Detection in Conversational Question-Answering
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In: 12th International Workshop on Spoken Dialog System Technology (IWSDS 2021) ; https://hal.archives-ouvertes.fr/hal-03533906 ; 12th International Workshop on Spoken Dialog System Technology (IWSDS 2021), Nov 2021, Singapour/Virtual, Singapore (2021)
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Entity-Based Semantic Adequacy for Data-to-Text Generation ...
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An Error Analysis Framework for Shallow Surface Realisation ...
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Quality of syntactic implication of RL-based sentence summarization
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In: AAAI Workshop on Engineering Dependable and Secure Machine Learning Systems 2020 ; https://hal.archives-ouvertes.fr/hal-02883327 ; AAAI Workshop on Engineering Dependable and Secure Machine Learning Systems 2020, Feb 2020, New York, United States (2020)
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The 2020 Bilingual, Bi-Directional WebNLG+ Shared Task Overview and Evaluation Results (WebNLG+ 2020)
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In: Proceedings of the 3rd International Workshop on Natural Language Generation from the Semantic Web (WebNLG+) ; https://hal.archives-ouvertes.fr/hal-03148418 ; Proceedings of the 3rd International Workshop on Natural Language Generation from the Semantic Web (WebNLG+), Dec 2020, Dublin/Virtual, Ireland (2020)
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Multilingual AMR-to-Text Generation
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In: 2020 Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-02999676 ; 2020 Conference on Empirical Methods in Natural Language Processing, Nov 2020, Punta Cana, Dominican Republic (2020)
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Abstract:
International audience ; Generating text from structured data is challenging because it requires bridging the gap between (i) structure and natural language (NL) and (ii) semantically underspecified input and fully specified NL output. Multilingual generation brings in an additional challenge: that of generating into languages with varied word order and morphological properties. In this work, we focus on Abstract Meaning Representations (AMRs) as structured input, where previous research has overwhelmingly focused on generating only into English. We leverage advances in cross-lingual embeddings, pretraining, and multilingual models to create multilingual AMR-to-text models that generate in twenty one different languages. For eighteen languages, based on automatic metrics, our multilingual models surpass baselines that generate into a single language. We analyse the ability of our multilingual models to accurately capture morphology and word order using human evaluation, and find that native speakers judge our generations to be fluent.
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
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URL: https://hal.archives-ouvertes.fr/hal-02999676/document https://hal.archives-ouvertes.fr/hal-02999676/file/amr_to_text_generation__camera_ready_%20%282%29.pdf https://hal.archives-ouvertes.fr/hal-02999676
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Augmenting Transformers with KNN-Based Composite Memory for Dialog
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In: EISSN: 2307-387X ; Transactions of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-02999678 ; Transactions of the Association for Computational Linguistics, The MIT Press, In press, ⟨10.1162/tacl_a_00356⟩ ; https://transacl.org/index.php/tacl (2020)
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Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs
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In: EISSN: 2307-387X ; Transactions of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03020314 ; Transactions of the Association for Computational Linguistics, The MIT Press, 2020, 8, ⟨10.1162/tacl_a_00332⟩ (2020)
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Learning Health-Bots from Training Data that was Automatically Created using Paraphrase Detection and Expert Knowledge
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In: Proceedings of the 28th Conference on Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03020294 ; Proceedings of the 28th Conference on Computational Linguistics, Dec 2020, Barcelona, Spain (2020)
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Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs ...
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RL extraction of syntax-based chunks for sentence compression
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In: ICANN 2019 ; https://hal.archives-ouvertes.fr/hal-02323821 ; ICANN 2019, Sep 2019, Munich, Germany. pp.337-347 (2019)
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Surface Realisation Using Full Delexicalisation
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In: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) ; 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-02277069 ; 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Nov 2019, Hong Kong, China. pp.3084-3094, ⟨10.18653/v1/D19-1305⟩ (2019)
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Generating Text from Anonymised Structures
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In: Proceedings of the 12th International Conference on Natural Language Generation ; https://hal.archives-ouvertes.fr/hal-02460312 ; Proceedings of the 12th International Conference on Natural Language Generation, Oct 2019, Hong Kong, China. pp.112 - 117 (2019)
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Revisiting the Binary Linearization Technique for Surface Realization
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In: Proceedings of The 12th International Conference on Natural Language Generation ; https://hal.archives-ouvertes.fr/hal-02460309 ; Proceedings of The 12th International Conference on Natural Language Generation, 2019, pp.268 - 278 (2019)
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