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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (830)
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Hits 821 – 830 of 830
821
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Goldberg, Yoav
;
Linzen, Tal
. - : Underline Science Inc., 2021
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822
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Dieuwke
;
Jia, Robin
. - : Underline Science Inc., 2021
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823
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Nag, Arijit
. - : Underline Science Inc., 2021
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824
SOM-NCSCM : An Efficient Neural Chinese Sentence Compression Model Enhanced with Self-Organizing Map ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cao, Yanan
;
Cao, Cungen
. - : Underline Science Inc., 2021
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825
The Low-Dimensional Linear Geometry of Contextualized Word Representations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Andreas, Jacob
;
Hernandez, Evan
. - : Underline Science Inc., 2021
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826
Data Collection vs. Knowledge Graph Completion: What is Needed to Improve Coverage? ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bian, Yuchen
;
Church, Kenneth
. - : Underline Science Inc., 2021
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827
Linguistic Dependencies and Statistical Dependence ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Du, Wenyu
;
Hoover, Jacob
. - : Underline Science Inc., 2021
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828
Does referent predictability affect the choice of referential form? A computational approach using masked coreference resolution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Aina, Laura
;
Boleda, Gemma
. - : Underline Science Inc., 2021
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829
Coreference-aware Surprisal Predicts Brain Response ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Jaffe, Evan
;
Oh, Byung-Doh
. - : Underline Science Inc., 2021
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830
Pragmatic competence of pre-trained language models through the lens of discourse connectives ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cong, Yan
;
Ettinger, Allyson
;
Pandia, Lalchand
. - : Underline Science Inc., 2021
Abstract:
As pre-trained language models (LMs) continue to dominate NLP, it is increasingly important that we understand the depth of language capabilities in these models. In this paper, we target pre-trained LMs' competence in pragmatics, with a focus on pragmatics relating to discourse connectives. We formulate cloze-style tests using a combination of naturally-occurring data and controlled inputs drawn from psycholinguistics. We focus on testing models' ability to use pragmatic cues to predict discourse connectives, models' ability to understand implicatures relating to connectives, and the extent to which models show humanlike preferences regarding temporal dynamics of connectives. We find that although models predict connectives reasonably well in the context of naturally-occurring data, when we control contexts to isolate high-level pragmatic cues, model sensitivity is much lower. Models also do not show substantial humanlike temporal preferences. Overall, the findings suggest that at present, dominant ...
Keyword:
Computational Linguistics
;
Language Models
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://underline.io/lecture/39856-pragmatic-competence-of-pre-trained-language-models-through-the-lens-of-discourse-connectives
https://dx.doi.org/10.48448/x840-9k05
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