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Does BERT understand idioms? A probing-based empirical study of BERT encodings of idioms
M Tan, J Jiang - 2021 - ink.library.smu.edu.sg
Understanding idioms is important in NLP. In this paper, we study to what extent pre-trained
BERT model can encode the meaning of a potentially idiomatic expression (PIE) in a certain …
BERT model can encode the meaning of a potentially idiomatic expression (PIE) in a certain …
A Dynamic, Interpreted CheckList for Meaning-oriented NLG Metric Evaluation--through the Lens of Semantic Similarity Rating
Evaluating the quality of generated text is difficult, since traditional NLG evaluation metrics,
focusing more on surface form than meaning, often fail to assign appropriate scores. This is …
focusing more on surface form than meaning, often fail to assign appropriate scores. This is …
Contextualized embeddings encode monolingual and cross-lingual knowledge of idiomaticity
Potentially idiomatic expressions (PIEs) are ambiguous between non-compositional
idiomatic interpretations and transparent literal interpretations. For example,“hit the road” …
idiomatic interpretations and transparent literal interpretations. For example,“hit the road” …
Token-level identification of multiword expressions using pre-trained multilingual language models
R Swaminathan - 2023 - unbscholar.lib.unb.ca
Multiword expressions (MWEs) are combinations of words where the meaning of the
expression cannot be derived from its component words. MWEs are commonly used in …
expression cannot be derived from its component words. MWEs are commonly used in …
Leaving no stone unturned: flexible retrieval of idiomatic expressions from a large text corpus
C Hughes, M Filimonov, A Wray, I Spasić - Machine Learning and …, 2021 - mdpi.com
Idioms are multi-word expressions whose meaning cannot always be deduced from the
literal meaning of constituent words. A key feature of idioms that is central to this paper is …
literal meaning of constituent words. A key feature of idioms that is central to this paper is …
A bigger fish to fry: Scaling up the automatic understanding of idiomatic expressions
H Haagsma - 2020 - research.rug.nl
University of Groningen A Bigger Fish to Fry Haagsma, Hessel Page 1 University of
Groningen A Bigger Fish to Fry Haagsma, Hessel DOI: 10.33612/diss.131057087 …
Groningen A Bigger Fish to Fry Haagsma, Hessel DOI: 10.33612/diss.131057087 …
Chinese idiom understanding with transformer-based pretrained language models
M TAN - 2022 - ink.library.smu.edu.sg
In this dissertation, I study the understanding of Chinese idioms using transformer-based
pretrained language models. By``understanding", I confine the topics to word embeddings …
pretrained language models. By``understanding", I confine the topics to word embeddings …
HiJoNLP at SemEval-2022 Task 2: Detecting Idiomaticity of Multiword Expressions using Multilingual Pretrained Language Models
M Tan - arxiv preprint arxiv:2205.13708, 2022 - arxiv.org
This paper describes an approach to detect idiomaticity only from the contextualized
representation of a MWE over multilingual pretrained language models. Our experiments …
representation of a MWE over multilingual pretrained language models. Our experiments …
[PDF][PDF] Does BERT understand idioms? A probing-based empirical study of BERT encodings of idioms.(2021)
M TAN, J JIANG - Proceedings of the International Conference on … - ink.library.smu.edu.sg
Understanding idioms is important in NLP. In this paper, we study to what extent a pretrained
BERT model is able to encode the meaning of a potentially idiomatic expression (PIE) in a …
BERT model is able to encode the meaning of a potentially idiomatic expression (PIE) in a …
Embedding with different levels for idiom disambiguation
SY Park, YJ Kang, HR Kang, YJ Jang… - Annual Conference on …, 2021 - koreascience.kr
관용표현 중에는 중의성을 가진 표현이 많다. 즉 하나의 표현이 맥락에 따라 일반적 의미와
관용적 의미 두 가지 이상으로 해석될 가능성이 있어 이런 유형의 관용표현을 중의성 해소 없이 …
관용적 의미 두 가지 이상으로 해석될 가능성이 있어 이런 유형의 관용표현을 중의성 해소 없이 …