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Hits 941 – 960 of 1.029

941
Does BERT Learn as Humans Perceive? Understanding Linguistic Styles through Lexica ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.510/ Abstract: People convey their intention and attitude through linguistic styles of the text that they write. In this study, we investigate lexicon usages across styles throughout two lenses: human perception and machine word importance, since words differ in the strength of the stylistic cues that they provide. To collect labels of human perception, we curate a new dataset, Hummingbird, on top of benchmarking style datasets. We have crowd workers highlight the representative words in the text that makes them think the text has the following styles: politeness, sentiment, offensiveness, and five emotion types. We then compare these human word labels with word importance derived from a popular fine-tuned style classifier like BERT. Our results show that the BERT often finds content words not relevant to the target style as important words used in style prediction, but humans do not perceive the same way even though for some styles (e.g., ...
Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://dx.doi.org/10.48448/e4sm-9557
https://underline.io/lecture/37883-does-bert-learn-as-humans-perceivequestion-understanding-linguistic-styles-through-lexica
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942
Predicting emergent linguistic compositions through time: Syntactic frame extension via multimodal chaining ...
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943
Just Ask! Evaluating Machine Translation by Asking and Answering Questions ...
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944
BPM_MT: Enhanced Backchannel Prediction Model using Multi-Task Learning ...
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945
An Analysis of Euclidean vs. Graph-Based Framing for Bilingual Lexicon Induction from Word Embedding Spaces ...
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946
Statistically Significant Detection of Semantic Shifts using Contextual Word Embeddings ...
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947
Lying Through One's Teeth: A Study on Verbal Leakage Cues ...
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948
Iterative Paraphrastic Augmentation with Discriminative Span Alignment ...
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949
Guilt by Association: Emotion Intensities in Lexical Representations ...
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950
Findings of the WMT Shared Task on Machine Translation Using Terminologies ...
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951
Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations ...
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952
Does Vision-and-Language Pretraining Improve Lexical Grounding? ...
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953
Translation Transformers Rediscover Inherent Data Domains ...
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954
XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment ...
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955
Local Word Discovery for Interactive Transcription ...
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956
GeneSis: A Generative Approach to Substitutes in Context ...
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957
Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning ...
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958
Leveraging Word-Formation Knowledge for Chinese Word Sense Disambiguation ...
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959
Generic resources are what you need: Style transfer tasks without task-specific parallel training data ...
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960
Phrase-level Active Learning for Neural Machine Translation ...
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