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Creator / Publisher:
The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (1.029)
Cotterell, Ryan (8)
Neubig, Graham (8)
Ren, Xiang (8)
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Hits 1 – 20 of 1.029
1
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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2
On the Role of Corpus Ordering in Language Modeling ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Lauren
;
Agrawal, Ameeta
. - : Underline Science Inc., 2021
BASE
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3
Evaluation of Unsupervised Automatic Readability Assessors Using Rank Correlations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ehara, Yo
. - : Underline Science Inc., 2021
BASE
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4
Analysis of Language Change in Collaborative Instruction Following ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Artzi, Yoav
;
Effenberger, Anna
. - : Underline Science Inc., 2021
BASE
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5
Learning Feature Weights using Reward Modeling for Denoising Parallel Corpora ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Sanjeev
;
Koehn, Philipp
. - : Underline Science Inc., 2021
BASE
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6
Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-Switching ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Wai
;
Bing, Lidong
. - : Underline Science Inc., 2021
BASE
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7
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chairatanakul, Nuttapong
;
Charoenphakdee, Nontawat
. - : Underline Science Inc., 2021
BASE
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8
NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Jiang, Jing
;
Lim, Ee-Peng
. - : Underline Science Inc., 2021
BASE
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9
Automatic Bilingual Markup Transfer ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Wuebker, Joern
;
Zenkel, Thomas
. - : Underline Science Inc., 2021
BASE
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10
An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Li, Yun
;
Lu, Xinyu
. - : Underline Science Inc., 2021
BASE
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11
Challenges in Detoxifying Language Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Dathathri, Sumanth
;
Glaese, Amelia
. - : Underline Science Inc., 2021
Abstract:
Large language models (LM) generate remarkably fluent text and can be efficiently adapted across NLP tasks. Measuring and guaranteeing the quality of generated text in terms of safety is imperative for deploying LMs in the real world; to this end, prior work often relies on automatic evaluation of LM toxicity. We critically discuss this approach, evaluate several toxicity mitigation strategies with respect to both automatic and human evaluation, and analyze consequences of toxicity mitigation in terms of model bias and LM quality. We demonstrate that while basic intervention strategies can effectively optimize previously established automatic metrics on the REALTOXICITYPROMPTS dataset, this comes at the cost of reduced LM coverage for both texts about, and dialects of, marginalized groups. Additionally, we find that human raters often disagree with high automatic toxicity scores after strong toxicity reduction interventions—highlighting further the nuances involved in careful evaluation of LM toxicity. ...
URL:
https://dx.doi.org/10.48448/y9w5-0x52
https://underline.io/lecture/38287-challenges-in-detoxifying-language-models
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12
SD-QA: Spoken Dialectal Question Answering for the Real World ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Alam, Md Mahfuz Ibn
;
Anastasopoulos, Antonios
. - : Underline Science Inc., 2021
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13
Plan-then-Generate: Controlled Data-to-Text Generation via Planning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Nigel
;
Fang, Yimai
. - : Underline Science Inc., 2021
BASE
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14
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gales, Mark
;
Manakul, Potsawee
. - : Underline Science Inc., 2021
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15
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Beguš, Gašper
. - : Underline Science Inc., 2021
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16
Live Session - 4E: Phonology, Morphology and Word Segmentation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
. - : Underline Science Inc., 2021
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17
Signed Coreference Resolution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Yin, Kayo
. - : Underline Science Inc., 2021
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18
Backtranslation in Neural Morphological Inflection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Hulden, Mans
;
Liu, Ling
. - : Underline Science Inc., 2021
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19
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Carpuat, Marine
;
Xu, Weijia
. - : Underline Science Inc., 2021
BASE
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20
Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gao, Yan
;
Guo, Jiaqi
. - : Underline Science Inc., 2021
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