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Hits 1 – 5 of 5
1
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity ...
Harkous, Hamza
;
Groves, Isabel
;
Saffari, Amir
. - : arXiv, 2020
Abstract:
End-to-end neural data-to-text (D2T) generation has recently emerged as an alternative to pipeline-based architectures. However, it has faced challenges in generalizing to new domains and generating semantically consistent text. In this work, we present DataTuner, a neural, end-to-end data-to-text generation system that makes minimal assumptions about the data representation and the target domain. We take a two-stage generation-reranking approach, combining a fine-tuned language model with a semantic fidelity classifier. Each of our components is learnt end-to-end without the need for dataset-specific heuristics, entity delexicalization, or post-processing. We show that DataTuner achieves state of the art results on the automated metrics across four major D2T datasets (LDC2017T10, WebNLG, ViGGO, and Cleaned E2E), with a fluency assessed by human annotators nearing or exceeding the human-written reference texts. We further demonstrate that the model-based semantic fidelity scorer in DataTuner is a better ... : 28th International Conference on Computational Linguistics (COLING 2020), Online, December 8-13, 2020 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2004.06577
https://arxiv.org/abs/2004.06577
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2
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity ...
The 28th International Conference on Computational Linguistics 2020
;
Groves, Isabel
;
Harkous, Hamza
. - : Underline Science Inc., 2020
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3
280 Birds with One Stone: Inducing Multilingual Taxonomies from Wikipedia Using Character-Level Classification
Gupta, Amit
;
Lebret, Remi
;
Harkous, Hamza
...
In: http://infoscience.epfl.ch/record/271091 (2019)
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4
280 Birds with One Stone: Inducing Multilingual Taxonomies from Wikipedia using Character-level Classification ...
Gupta, Amit
;
Lebret, Rémi
;
Harkous, Hamza
. - : arXiv, 2017
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5
280 Birds with One Stone: Inducing Multilingual Taxonomies from Wikipedia using Character-level Classification
Gupta, Amit
;
Lebret, Rémi Philippe
;
Harkous, Hamza
...
In: http://infoscience.epfl.ch/record/227967 (2017)
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