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The use of Large Language Models (LLMs) has increased significantly with users frequently asking questions to chatbots. In the time when information is readily accessible, it is crucial to stimulate and preserve human cognitive abilities…

Computation and Language · Computer Science 2025-04-22 Jamshid Mozafari , Florian Gerhold , Adam Jatowt

This work proposes a simple training-free prompt-free approach to leverage large language models (LLMs) for the Chinese spelling correction (CSC) task, which is totally different from all previous CSC approaches. The key idea is to use an…

Computation and Language · Computer Science 2024-10-08 Houquan Zhou , Zhenghua Li , Bo Zhang , Chen Li , Shaopeng Lai , Ji Zhang , Fei Huang , Min Zhang

The AM-DeepSeek-R1-Distilled is a large-scale dataset with thinking traces for general reasoning tasks, composed of high-quality and challenging reasoning problems. These problems are collected from a multitude of open-source datasets,…

Computation and Language · Computer Science 2025-03-26 Han Zhao , Haotian Wang , Yiping Peng , Sitong Zhao , Xiaoyu Tian , Shuaiting Chen , Yunjie Ji , Xiangang Li

Poetry is one of the most important art forms of human languages. Recently many studies have focused on incorporating some linguistic features of poetry, such as style and sentiment, into its understanding or generation system. However,…

Computation and Language · Computer Science 2021-06-04 Wenhao Li , Fanchao Qi , Maosong Sun , Xiaoyuan Yi , Jiarui Zhang

Pretrained Language Models (PLMs) have achieved tremendous success in natural language understanding tasks. While different learning schemes -- fine-tuning, zero-shot, and few-shot learning -- have been widely explored and compared for…

Computation and Language · Computer Science 2021-09-30 Liang Xu , Xiaojing Lu , Chenyang Yuan , Xuanwei Zhang , Huilin Xu , Hu Yuan , Guoao Wei , Xiang Pan , Xin Tian , Libo Qin , Hu Hai

Recent pretraining models in Chinese neglect two important aspects specific to the Chinese language: glyph and pinyin, which carry significant syntax and semantic information for language understanding. In this work, we propose ChineseBERT,…

Computation and Language · Computer Science 2021-07-01 Zijun Sun , Xiaoya Li , Xiaofei Sun , Yuxian Meng , Xiang Ao , Qing He , Fei Wu , Jiwei Li

Current benchmarks for evaluating large language models (LLMs) in social media moderation completely overlook a serious threat: covert advertisements, which disguise themselves as regular posts to deceive and mislead consumers into making…

Machine Learning · Computer Science 2026-04-23 Jingyi Zheng , Tianyi Hu , Yule Liu , Zhen Sun , Zongmin Zhang , Zifan Peng , Wenhan Dong , Xinlei He

Language model is one of the most important modules in statistical machine translation and currently the word-based language model dominants this community. However, many translation models (e.g. phrase-based models) generate the target…

Computation and Language · Computer Science 2015-02-06 Jiajun Zhang , Shujie Liu , Mu Li , Ming Zhou , Chengqing Zong

This paper provides preliminary results on exploring the task of performing turn-level data augmentation for dialogue system based on different types of commonsense relationships, and the automatic evaluation of the generated synthetic…

Computation and Language · Computer Science 2025-06-25 Marcos Estecha-Garitagoitia , Chen Zhang , Mario Rodríguez-Cantelar , Luis Fernando D'Haro

Large Language Models (LLMs) demonstrate exceptional zero-shot capabilities in various NLP tasks, significantly enhancing user experience and efficiency. However, this advantage is primarily limited to resource-rich languages. For the…

Computation and Language · Computer Science 2025-09-23 Wenhao Zhuang , Yuan Sun

Puns are a common form of rhetorical wordplay that exploits polysemy and phonetic similarity to create humor. In multimodal puns, visual and textual elements synergize to ground the literal sense and evoke the figurative meaning…

Computation and Language · Computer Science 2026-04-08 Naen Xu , Jiayi Sheng , Changjiang Li , Chunyi Zhou , Yuyuan Li , Tianyu Du , Jun Wang , Zhihui Fu , Jinbao Li , Shouling Ji

Chinese short text matching is a fundamental task in natural language processing. Existing approaches usually take Chinese characters or words as input tokens. They have two limitations: 1) Some Chinese words are polysemous, and semantic…

Computation and Language · Computer Science 2021-02-26 Boer Lyu , Lu Chen , Su Zhu , Kai Yu

Building datasets of creative text, such as humor, is quite challenging. We introduce FunLines, a competitive game where players edit news headlines to make them funny, and where they rate the funniness of headlines edited by others.…

Artificial Intelligence · Computer Science 2020-02-07 Nabil Hossain , John Krumm , Tanvir Sajed , Henry Kautz

Many classical fairy tales, fiction, and screenplays leverage dialogue to advance story plots and establish characters. We present the first study to explore whether machines can understand and generate dialogue in stories, which requires…

Computation and Language · Computer Science 2022-12-13 Jianzhu Yao , Ziqi Liu , Jian Guan , Minlie Huang

Recently, researchers set an ambitious goal of conducting speaker recognition in unconstrained conditions where the variations on ambient, channel and emotion could be arbitrary. However, most publicly available datasets are collected under…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-06 Yue Fan , Jiawen Kang , Lantian Li , Kaicheng Li , Haolin Chen , Sitong Cheng , Pengyuan Zhang , Ziya Zhou , Yunqi Cai , Dong Wang

As large language models (LLMs) are increasingly applied to various NLP tasks, their inherent biases are gradually disclosed. Therefore, measuring biases in LLMs is crucial to mitigate its ethical risks. However, most existing bias…

Computation and Language · Computer Science 2025-08-08 Tian Lan , Xiangdong Su , Xu Liu , Ruirui Wang , Ke Chang , Jiang Li , Guanglai Gao

Recent advances in large language models (LLMs) have led to substantial progress in domain-specific applications, particularly within the legal domain. However, general-purpose models such as GPT-4 often struggle with specialized subdomains…

Artificial Intelligence · Computer Science 2026-01-16 Zixun Lan , Maochun Xu , Yifan Ren , Rui Wu , Jianghui Zhou , Xueyang Cheng , Jianan Ding Ding , Xinheng Wang , Mingmin Chi , Fei Ma

To advance Chinese financial natural language processing (NLP), we introduce BBT-FinT5, a new Chinese financial pre-training language model based on the T5 model. To support this effort, we have built BBT-FinCorpus, a large-scale financial…

Computation and Language · Computer Science 2023-02-28 Dakuan Lu , Hengkui Wu , Jiaqing Liang , Yipei Xu , Qianyu He , Yipeng Geng , Mengkun Han , Yingsi Xin , Yanghua Xiao

Human conversations are complicated and building a human-like dialogue agent is an extremely challenging task. With the rapid development of deep learning techniques, data-driven models become more and more prevalent which need a huge…

Computation and Language · Computer Science 2020-03-25 Meng Chen , Ruixue Liu , Lei Shen , Shaozu Yuan , Jingyan Zhou , Youzheng Wu , Xiaodong He , Bowen Zhou

A chatbot is perceived as more humanlike and likeable if it includes some jokes in its output. But most existing joke generators were not designed to be integrated into chatbots. This paper presents Witscript, a novel joke generation system…

Computation and Language · Computer Science 2023-02-07 Joe Toplyn