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The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
In: Proceedings of the 1st Workshop on Natural Language Generation, Evaluation, and Metrics (GEM 2021) ; https://hal.archives-ouvertes.fr/hal-03466171 ; Proceedings of the 1st Workshop on Natural Language Generation, Evaluation, and Metrics (GEM 2021), Aug 2021, Online, France. pp.96-120, ⟨10.18653/v1/2021.gem-1.10⟩ (2021)
Abstract: International audience ; We introduce GEM, a living benchmark for natural language Generation (NLG), its Evaluation, and Metrics. Measuring progress in NLG relies on a constantly evolving ecosystem of automated metrics, datasets, and human evaluation standards. Due to this moving target, new models often still evaluate on divergent anglo-centric corpora with well-established, but flawed, metrics. This disconnect makes it challenging to identify the limitations of current models and opportunities for progress. Addressing this limitation, GEM provides an environment in which models can easily be applied to a wide set of tasks and in which evaluation strategies can be tested. Regular updates to the benchmark will help NLG research become more multilingual and evolve the challenge alongside models. This paper serves as the description of the data for which we are organizing a shared task at our ACL2021 Workshop and to which we invite the entire NLG community to participate.
Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
URL: https://hal.archives-ouvertes.fr/hal-03466171
https://doi.org/10.18653/v1/2021.gem-1.10
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2
BiSECT: Learning to Split and Rephrase Sentences with Bitexts ...
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3
Neural semi-Markov CRF for Monolingual Word Alignment ...
Lan, Wuwei; Jiang, Chao; Xu, Wei. - : arXiv, 2021
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4
Pre-train or Annotate? Domain Adaptation with a Constrained Budget ...
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Neural semi-Markov CRF for Monolingual Word Alignment ...
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6
BiSECT: Learning to Split and Rephrase Sentences with Bitexts ...
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7
Sample data for "Design and Collection Challenges of Building an Academic Email Corpus for Linguistics and Computational Research" ...
Diaz, Damian Yukio Romero; Hanyu Jia; Xu, Wei. - : University of Arizona Research Data Repository, 2021
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Sample data for "Design and Collection Challenges of Building an Academic Email Corpus for Linguistics and Computational Research" ...
Romero Diaz, Damian Yukio; Jia, Hanyu; Xu, Wei. - : University of Arizona Research Data Repository, 2021
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9
Controllable Text Simplification with Explicit Paraphrasing ...
NAACL 2021 2021; Alva-Manchego, Fernando; Maddela, Mounica. - : Underline Science Inc., 2021
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10
The effectiveness of the problem-based learning in medical cell biology education: A systematic meta-analysis
In: Medicine (Baltimore) (2021)
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11
Controllable text simplification with explicit paraphrasing
Maddela, Mounica; Alva-Manchego, Fernando; Xu, Wei. - : Association for Computational Linguistics, 2021
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12
An Empirical Study of Pre-trained Transformers for Arabic Information Extraction ...
Lan, Wuwei; Chen, Yang; Xu, Wei. - : arXiv, 2020
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13
Controllable Text Simplification with Explicit Paraphrasing ...
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14
Interactive Grounded Language Acquisition and Generalization in a 2D World ...
Yu, Haonan; Zhang, Haichao; Xu, Wei. - : arXiv, 2018
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15
Interactive Language Acquisition with One-shot Visual Concept Learning through a Conversational Game ...
Zhang, Haichao; Yu, Haonan; Xu, Wei. - : arXiv, 2018
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16
Guided Feature Transformation (GFT): A Neural Language Grounding Module for Embodied Agents ...
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17
A Word-Complexity Lexicon and A Neural Readability Ranking Model for Lexical Simplification ...
Maddela, Mounica; Xu, Wei. - : arXiv, 2018
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18
A Deep Compositional Framework for Human-like Language Acquisition in Virtual Environment ...
Yu, Haonan; Zhang, Haichao; Xu, Wei. - : arXiv, 2017
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19
A Continuously Growing Dataset of Sentential Paraphrases ...
Lan, Wuwei; Qiu, Siyu; He, Hua. - : arXiv, 2017
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20
Spectral Entropy Can Predict Changes of Working Memory Performance Reduced by Short-Time Training in the Delayed-Match-to-Sample Task
Tian, Yin; Zhang, Huiling; Xu, Wei. - : Frontiers Media S.A., 2017
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