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Linguistic similarity is multi-faceted. For instance, two words may be similar with respect to semantics, syntax, or morphology inter alia. Continuous word-embeddings have been shown to capture most of these shades of similarity to some…

Computation and Language · Computer Science 2019-07-05 Ryan Cotterell , Hinrich Schütze

Analogical reasoning is the ability to detect parallels between two seemingly distant objects or situations, a fundamental human capacity used for example in commonsense reasoning, learning, and creativity which is believed by many…

Logic in Computer Science · Computer Science 2024-05-24 Christian Antić

Analogical proportions are statements expressed in the form "A is to B as C is to D" and are used for several reasoning and classification tasks in artificial intelligence and natural language processing (NLP). In this paper, we focus on…

Computation and Language · Computer Science 2021-08-10 Safa Alsaidi , Amandine Decker , Puthineath Lay , Esteban Marquer , Pierre-Alexandre Murena , Miguel Couceiro

Large language models (LLMs) are known to struggle with complicated reasoning tasks such as math word problems (MWPs). In this paper, we present how analogy from similarly structured questions can improve LLMs' problem-solving capabilities…

Computation and Language · Computer Science 2024-11-26 Xiaocong Yang , Jiacheng Lin , Ziqi Wang , Chengxiang Zhai

Word similarity computation is a widely recognized task in the field of lexical semantics. Most proposed tasks test on similarity of word pairs of single morpheme, while few works focus on words of two morphemes or more morphemes. In this…

Computation and Language · Computer Science 2019-07-02 Junjie Huang , Fanchao Qi , Chenghao Yang , Zhiyuan Liu , Maosong Sun

Existing rhetorical understanding and generation datasets or corpora primarily focus on single coarse-grained categories or fine-grained categories, neglecting the common interrelations between different rhetorical devices by treating them…

Computation and Language · Computer Science 2024-10-01 Nuowei Liu , Xinhao Chen , Hongyi Wu , Changzhi Sun , Man Lan , Yuanbin Wu , Xiaopeng Bai , Shaoguang Mao , Yan Xia

Unlike English letters, Chinese characters have rich and specific meanings. Usually, the meaning of a word can be derived from its constituent characters in some way. Several previous works on syntactic parsing propose to annotate shallow…

Computation and Language · Computer Science 2021-06-02 Chen Gong , Saihao Huang , Houquan Zhou , Zhenghua Li , Min Zhang , Zhefeng Wang , Baoxing Huai , Nicholas Jing Yuan

Attributes of words and relations between two words are central to numerous tasks in Artificial Intelligence such as knowledge representation, similarity measurement, and analogy detection. Often when two words share one or more attributes…

Computation and Language · Computer Science 2014-12-09 Danushka Bollegala , Takanori Maehara , Yuichi Yoshida , Ken-ichi Kawarabayashi

Most words are ambiguous--i.e., they convey distinct meanings in different contexts--and even the meanings of unambiguous words are context-dependent. Both phenomena present a challenge for NLP. Recently, the advent of contextualized word…

Computation and Language · Computer Science 2021-05-28 Sean Trott , Benjamin Bergen

Recent NLP tasks have benefited a lot from pre-trained language models (LM) since they are able to encode knowledge of various aspects. However, current LM evaluations focus on downstream performance, hence lack to comprehensively inspect…

Computation and Language · Computer Science 2020-12-01 Zhiruo Wang , Renfen Hu

We propose a novel approach to learn word embeddings based on an extended version of the distributional hypothesis. Our model derives word embedding vectors using the etymological composition of words, rather than the context in which they…

Computation and Language · Computer Science 2017-12-13 Seunghyun Yoon , Pablo Estrada , Kyomin Jung

This paper presents a novel approach to Chinese characters through the lens of physics, network analysis, and natural systems. Computational analysis of over 6,000 characters identified 422 elemental characters as fundamental building…

Physics and Society · Physics 2025-02-28 Wen G. Gong

Metaphor is a prominent linguistic device in human language and literature, as they add color, imagery, and emphasis to enhance effective communication. This paper introduces a large-scale high quality annotated Chinese Metaphor Corpus,…

Computation and Language · Computer Science 2024-02-22 Yujie Shao , Xinrong Yao , Xingwei Qu , Chenghua Lin , Shi Wang , Stephen W. Huang , Ge Zhang , Jie Fu

Language encodes societal beliefs about social groups through word patterns. While computational methods like word embeddings enable quantitative analysis of these patterns, studies have primarily examined gradual shifts in Western…

Computation and Language · Computer Science 2026-01-30 Yuxi Ma , Yongqian Peng , Yixin Zhu

Temporal reasoning is fundamental to human cognition and is crucial for various real-world applications. While recent advances in Large Language Models have demonstrated promising capabilities in temporal reasoning, existing benchmarks…

Computation and Language · Computer Science 2025-02-25 Zhenglin Wang , Jialong Wu , Pengfei LI , Yong Jiang , Deyu Zhou

Humor, a culturally nuanced aspect of human language, poses challenges for computational understanding and generation, especially in Chinese humor, which remains relatively unexplored in the NLP community. This paper investigates the…

Computation and Language · Computer Science 2024-03-19 Rongwu Xu

We propose a novel approach to translating from a morphologically complex language. Unlike previous research, which has targeted word inflections and concatenations, we focus on the pairwise relationship between morphologically related…

Computation and Language · Computer Science 2021-09-29 Preslav Nakov , Hwee Tou Ng

We consider a class of visual analogical reasoning problems that involve discovering the sequence of transformations by which pairs of input/output images are related, so as to analogously transform future inputs. This program synthesis…

Machine Learning · Computer Science 2021-11-22 Atharv Sonwane , Gautam Shroff , Lovekesh Vig , Ashwin Srinivasan , Tirtharaj Dash

The development of explanations for scientific phenomena is essential in science assessment, but scoring student-written explanations remains challenging and resource-intensive. Large language models (LLMs) have shown promise in addressing…

Artificial Intelligence · Computer Science 2025-01-14 Jie Yang , Ehsan Latif , Yuze He , Xiaoming Zhai

Existing propositions often rely on logical constants for classification. Compared with Western languages that lean towards hypotaxis such as English, Chinese often relies on semantic or logical understanding rather than logical connectives…

Computation and Language · Computer Science 2023-09-19 Conghui Niu , Mengyang Hu , Lin Bo , Xiaoli He , Dong Yu , Pengyuan Liu