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Unsupervised sentence embeddings task aims to convert sentences to semantic vector representations. Most previous works directly use the sentence representations derived from pretrained language models. However, due to the token bias in…

计算与语言 · 计算机科学 2024-02-26 Junlong Liu , Xichen Shang , Huawen Feng , Junhao Zheng , Qianli Ma

Linking concepts and named entities to knowledge bases has become a crucial Natural Language Understanding task. In this respect, recent works have shown the key advantage of exploiting textual definitions in various Natural Language…

计算与语言 · 计算机科学 2017-02-22 José Camacho Collados , Claudio Delli Bovi , Alessandro Raganato , Roberto Navigli

Automatic translation of dialogue texts is a much needed demand in many real life scenarios. However, the currently existing neural machine translation delivers unsatisfying results. In this paper, we conduct a deep analysis of a dialogue…

计算与语言 · 计算机科学 2021-04-22 Tao Wang , Chengqi Zhao , Mingxuan Wang , Lei Li , Deyi Xiong

Effective representation of a text is critical for various natural language processing tasks. For the particular task of Chinese sentiment analysis, it is important to understand and choose an effective representation of a text from…

计算与语言 · 计算机科学 2018-08-10 Pengfei Liu , Ji Zhang , Cane Wing-Ki Leung , Chao He , Thomas L. Griffiths

We present Native Chinese Reader (NCR), a new machine reading comprehension (MRC) dataset with particularly long articles in both modern and classical Chinese. NCR is collected from the exam questions for the Chinese course in China's high…

计算与语言 · 计算机科学 2021-12-15 Shusheng Xu , Yichen Liu , Xiaoyu Yi , Siyuan Zhou , Huizi Li , Yi Wu

Chinese characters have a complex and hierarchical graphical structure carrying both semantic and phonetic information. We use this structure to enhance the text model and obtain better results in standard NLP operations. First of all, to…

计算与语言 · 计算机科学 2014-05-22 Yannis Haralambous

We describe our experience with automatic alignment of sentences in parallel English-Chinese texts. Our report concerns three related topics: (1) progress on the HKUST English-Chinese Parallel Bilingual Corpus; (2) experiments addressing…

cmp-lg · 计算机科学 2016-08-31 Dekai Wu

Universal cross-lingual sentence embeddings map semantically similar cross-lingual sentences into a shared embedding space. Aligning cross-lingual sentence embeddings usually requires supervised cross-lingual parallel sentences. In this…

计算与语言 · 计算机科学 2022-11-14 Yau-Shian Wang , Ashley Wu , Graham Neubig

Two new approaches to accent classification and conversion are presented and explored, respectively. The first topic is Chinese accent classification/recognition. The second topic is the use of encoder-decoder models for end-to-end Chinese…

音频与语音处理 · 电气工程与系统科学 2020-08-11 Lin Ai , Shih-Ying Jeng , Homayoon Beigi

Princeton WordNet (PWN) is a lexicon-semantic network based on cognitive linguistics, which promotes the development of natural language processing. Based on PWN, five Chinese wordnets have been developed to solve the problems of syntax and…

计算与语言 · 计算机科学 2020-02-06 Mingchen Li , Zili Zhou , Yanna Wang

In this paper, we improve Chinese spoken language understanding (SLU) by injecting word information. Previous studies on Chinese SLU do not consider the word information, failing to detect word boundaries that are beneficial for intent…

计算与语言 · 计算机科学 2022-03-29 Dechuan Teng , Libo Qin , Wanxiang Che , Sendong Zhao , Ting Liu

Chinese Spelling Correction (CSC) is gaining increasing attention due to its promise of automatically detecting and correcting spelling errors in Chinese texts. Despite its extensive use in many applications, like search engines and optical…

计算与语言 · 计算机科学 2022-10-24 Wangjie Jiang , Zhihao Ye , Zijing Ou , Ruihui Zhao , Jianguang Zheng , Yi Liu , Siheng Li , Bang Liu , Yujiu Yang , Yefeng Zheng

To understand what kinds of linguistic knowledge are encoded by pretrained Chinese language models (LMs), we introduce the benchmark of Sino LINGuistics (SLING), which consists of 38K minimal sentence pairs in Mandarin Chinese grouped into…

计算与语言 · 计算机科学 2022-10-24 Yixiao Song , Kalpesh Krishna , Rajesh Bhatt , Mohit Iyyer

Chinese spelling check is a task to detect and correct spelling mistakes in Chinese text. Existing research aims to enhance the text representation and use multi-source information to improve the detection and correction capabilities of…

计算与语言 · 计算机科学 2023-07-07 Nankai Lin , Hongyan Wu , Sihui Fu , Shengyi Jiang , Aimin Yang

This work distinguishes between translated and original text in the UN protocol corpus. By modeling the problem as classification problem, we can achieve up to 95% classification accuracy. We begin by deriving a parallel corpus for…

计算与语言 · 计算机科学 2018-05-22 Elad Tolochinsky , Ohad Mosafi , Ella Rabinovich , Shuly Wintner

Linguistically informed analyses of language models (LMs) contribute to the understanding and improvement of these models. Here, we introduce the corpus of Chinese linguistic minimal pairs (CLiMP), which can be used to investigate what…

计算与语言 · 计算机科学 2021-01-28 Beilei Xiang , Changbing Yang , Yu Li , Alex Warstadt , Katharina Kann

This paper contributes to cross-lingual image annotation and retrieval in terms of data and baseline methods. We propose COCO-CN, a novel dataset enriching MS-COCO with manually written Chinese sentences and tags. For more effective…

计算与语言 · 计算机科学 2019-01-16 Xirong Li , Chaoxi Xu , Xiaoxu Wang , Weiyu Lan , Zhengxiong Jia , Gang Yang , Jieping Xu

End-to-end models are favored in automatic speech recognition (ASR) because of its simplified system structure and superior performance. Among these models, recurrent neural network transducer (RNN-T) has achieved significant progress in…

声音 · 计算机科学 2020-11-18 Xiong Wang , Zhuoyuan Yao , Xian Shi , Lei Xie

Neural machine translation (NMT), a new approach to machine translation, has been proved to outperform conventional statistical machine translation (SMT) across a variety of language pairs. Translation is an open-vocabulary problem, but…

计算与语言 · 计算机科学 2017-11-15 Yining Wang , Long Zhou , Jiajun Zhang , Chengqing Zong

Advances in machine reading comprehension (MRC) rely heavily on the collection of large scale human-annotated examples in the form of (question, paragraph, answer) triples. In contrast, humans are typically able to generalize with only a…

计算与语言 · 计算机科学 2020-10-15 Qinyuan Ye , Xiao Huang , Elizabeth Boschee , Xiang Ren