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Related papers: Automatic Construction of Sememe Knowledge Bases v…

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A sememe is defined as the minimum semantic unit of human languages. Sememe knowledge bases (KBs), which contain words annotated with sememes, have been successfully applied to many NLP tasks. However, existing sememe KBs are built on only…

Computation and Language · Computer Science 2019-12-05 Fanchao Qi , Liang Chang , Maosong Sun , Sicong Ouyang , Zhiyuan Liu

A sememe is defined as the minimum semantic unit of human languages. Sememe knowledge bases (KBs), which contain words annotated with sememes, have been successfully applied to many NLP tasks, and we believe that by learning the smallest…

Computation and Language · Computer Science 2022-08-11 Xiaoran Li , Toshiaki Takano

In linguistics, a sememe is defined as the minimum semantic unit of languages. Sememe knowledge bases (KBs), which are built by manually annotating words with sememes, have been successfully applied to various NLP tasks. However, existing…

Computation and Language · Computer Science 2022-03-16 Fanchao Qi , Chuancheng Lv , Zhiyuan Liu , Xiaojun Meng , Maosong Sun , Hai-Tao Zheng

Sememes, defined as the minimum semantic units of human languages in linguistics, have been proven useful in many NLP tasks. Since manual construction and update of sememe knowledge bases (KBs) are costly, the task of automatic sememe…

Computation and Language · Computer Science 2020-01-17 Jiaju Du , Fanchao Qi , Maosong Sun , Zhiyuan Liu

Huge numbers of new words emerge every day, leading to a great need for representing them with semantic meaning that is understandable to NLP systems. Sememes are defined as the minimum semantic units of human languages, the combination of…

Computation and Language · Computer Science 2018-08-17 Wei Li , Xuancheng Ren , Damai Dai , Yunfang Wu , Houfeng Wang , Xu Sun

Sememes are minimum semantic units of concepts in human languages, such that each word sense is composed of one or multiple sememes. Words are usually manually annotated with their sememes by linguists, and form linguistic common-sense…

Computation and Language · Computer Science 2018-06-19 Huiming Jin , Hao Zhu , Zhiyuan Liu , Ruobing Xie , Maosong Sun , Fen Lin , Leyu Lin

Semantic compositionality (SC) refers to the phenomenon that the meaning of a complex linguistic unit can be composed of the meanings of its constituents. Most related works focus on using complicated compositionality functions to model SC…

Computation and Language · Computer Science 2019-07-11 Fanchao Qi , Junjie Huang , Chenghao Yang , Zhiyuan Liu , Xiao Chen , Qun Liu , Maosong Sun

Most language modeling methods rely on large-scale data to statistically learn the sequential patterns of words. In this paper, we argue that words are atomic language units but not necessarily atomic semantic units. Inspired by HowNet, we…

Computation and Language · Computer Science 2018-10-31 Yihong Gu , Jun Yan , Hao Zhu , Zhiyuan Liu , Ruobing Xie , Maosong Sun , Fen Lin , Leyu Lin

Semantic communication has drawn substantial attention as a promising paradigm to achieve effective and intelligent communications. However, efficient image semantic communication encounters challenges with a lower testing compression ratio…

Information Theory · Computer Science 2024-05-10 Shuling Li , Yaping Sun , Jinbei Zhang , Kechao Cai , Shuguang Cui , Xiaodong Xu

Semantic communication is widely touted as a key technology for propelling the sixth-generation (6G) wireless networks. However, providing effective semantic representation is quite challenging in practice. To address this issue, this…

Information Theory · Computer Science 2024-06-18 Jinke Ren , Zezhong Zhang , Jie Xu , Guanying Chen , Yaping Sun , Ping Zhang , Shuguang Cui

Thanks to the development of the Semantic Web, a lot of new structured data has become available on the Web in the form of knowledge bases (KBs). Making this valuable data accessible and usable for end-users is one of the main goals of…

Artificial Intelligence · Computer Science 2018-03-05 Dennis Diefenbach , Andreas Both , Kamal Singh , Pierre Maret

Sememes, the minimum semantic units of human languages, have been successfully utilized in various natural language processing applications. However, most existing studies exploit sememes in specific tasks and few efforts are made to…

Computation and Language · Computer Science 2020-08-20 Yujia Qin , Fanchao Qi , Sicong Ouyang , Zhiyuan Liu , Cheng Yang , Yasheng Wang , Qun Liu , Maosong Sun

Question generation from a knowledge base (KB) is the task of generating questions related to the domain of the input KB. We propose a system for generating fluent and natural questions from a KB, which significantly reduces the human…

Computation and Language · Computer Science 2017-02-03 Linfeng Song , Lin Zhao

Semantic parsers convert natural language to logical forms, which can be evaluated on knowledge bases (KBs) to produce denotations. Recent semantic parsers have been developed with sequence-to-sequence (seq2seq) pre-trained language models…

Computation and Language · Computer Science 2026-01-01 Daehwan Nam , Gary Geunbae Lee

Knowledge bases (KBs) contain plenty of structured world and commonsense knowledge. As such, they often complement distributional text-based information and facilitate various downstream tasks. Since their manual construction is resource-…

Computation and Language · Computer Science 2022-03-10 Wenxuan Zhou , Fangyu Liu , Ivan Vulić , Nigel Collier , Muhao Chen

Manually constructing a Wordnet is a difficult task, needing years of experts' time. As a first step to automatically construct full Wordnets, we propose approaches to generate Wordnet synsets for languages both resource-rich and…

Computation and Language · Computer Science 2022-10-14 Khang Nhut Lam , Feras Al Tarouti , Jugal Kalita

This work presents an unsupervised approach for improving WordNet that builds upon recent advances in document and sense representation via distributional semantics. We apply our methods to construct Wordnets in French and Russian,…

Computation and Language · Computer Science 2017-05-02 Mikhail Khodak , Andrej Risteski , Christiane Fellbaum , Sanjeev Arora

Recent developments in controlled natural language editors for knowledge engineering (KE) have given rise to expectations that they will make KE tasks more accessible and perhaps even enable non-engineers to build knowledge bases. This…

Computation and Language · Computer Science 2014-06-10 Sandra Williams , Richard Power , Allan Third

Automated completion of open knowledge bases (Open KBs), which are constructed from triples of the form (subject phrase, relation phrase, object phrase), obtained via open information extraction (Open IE) system, are useful for discovering…

Computation and Language · Computer Science 2023-05-30 Shubham Mittal , Keshav Kolluru , Soumen Chakrabarti , Mausam

Automatic evaluation of semantic rationality is an important yet challenging task, and current automatic techniques cannot well identify whether a sentence is semantically rational. The methods based on the language model do not measure the…

Computation and Language · Computer Science 2018-09-12 Shu Liu , Jingjing Xu , Xuancheng Ren , Xu Sun
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