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Machine Translation (MT) evaluation has gone beyond metrics, towards more specific linguistic phenomena. Regarding English-Chinese language pairs, passive sentences are constructed and distributed differently due to language variation, thus…

Computation and Language · Computer Science 2026-03-17 Xinyue Ma , Pol Pastells , Mireia Farrús , Mariona Taulé

This paper introduces text-2-SQL-4-PM, a bilingual (Portuguese-English) benchmark dataset designed for the text-to-SQL task in the process mining domain. Text-to-SQL conversion facilitates natural language querying of databases, increasing…

Information Retrieval · Computer Science 2025-09-15 Bruno Yui Yamate , Thais Rodrigues Neubauer , Marcelo Fantinato , Sarajane Marques Peres

Steel-LLM is a Chinese-centric language model developed from scratch with the goal of creating a high-quality, open-source model despite limited computational resources. Launched in March 2024, the project aimed to train a…

Computation and Language · Computer Science 2025-02-14 Qingshui Gu , Shu Li , Tianyu Zheng , Zhaoxiang Zhang

Generative language models have shown significant potential in single-turn Text-to-SQL. However, their performance does not extend equivalently to multi-turn Text-to-SQL. This is primarily due to generative language models' inadequacy in…

Computation and Language · Computer Science 2026-03-09 Bingfeng Chen , Shaobin Shi , Yongqi Luo , Boyan Xu , Ruichu Cai , Zhifeng Hao

Most existing text reading benchmarks make it difficult to evaluate the performance of more advanced deep learning models in large vocabularies due to the limited amount of training data. To address this issue, we introduce a new…

Computer Vision and Pattern Recognition · Computer Science 2020-02-14 Yipeng Sun , Jiaming Liu , Wei Liu , Junyu Han , Errui Ding , Jingtuo Liu

Previous work has predominantly focused on monolingual English semantic parsing. We, instead, explore the feasibility of Chinese semantic parsing in the absence of labeled data for Chinese meaning representations. We describe the pipeline…

Computation and Language · Computer Science 2023-06-19 Chunliu Wang , Xiao Zhang , Johan Bos

Machine Reading Comprehension (MRC) has become enormously popular recently and has attracted a lot of attention. However, the existing reading comprehension datasets are mostly in English. In this paper, we introduce a Span-Extraction…

Computation and Language · Computer Science 2019-11-05 Yiming Cui , Ting Liu , Wanxiang Che , Li Xiao , Zhipeng Chen , Wentao Ma , Shijin Wang , Guoping Hu

Long sequences of text are challenging in the context of transformers, due to quadratic memory increase in the self-attention mechanism. As this issue directly affects the translation from natural language to SQL queries (as techniques…

Artificial Intelligence · Computer Science 2023-06-27 Marcelo Archanjo Jose , Fabio Gagliardi Cozman

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

Large-scale semantic parsing datasets annotated with logical forms have enabled major advances in supervised approaches. But can richer supervision help even more? To explore the utility of fine-grained, lexical-level supervision, we…

Computation and Language · Computer Science 2020-10-23 Tianze Shi , Chen Zhao , Jordan Boyd-Graber , Hal Daumé , Lillian Lee

Sentence Simplification is a valuable technique that can benefit language learners and children a lot. However, current research focuses more on English sentence simplification. The development of Chinese sentence simplification is…

Computation and Language · Computer Science 2023-06-08 Shiping Yang , Renliang Sun , Xiaojun Wan

Automatic text summarization is widely regarded as the highly difficult problem, partially because of the lack of large text summarization data set. Due to the great challenge of constructing the large scale summaries for full text, in this…

Computation and Language · Computer Science 2016-02-22 Baotian Hu , Qingcai Chen , Fangze Zhu

We present the OC16-CE80 Chinese-English mixlingual speech database which was released as a main resource for training, development and test for the Chinese-English mixlingual speech recognition (MixASR-CHEN) challenge on O-COCOSDA 2016.…

Computation and Language · Computer Science 2016-09-28 Dong Wang , Zhiyuan Tang , Difei Tang , Qing Chen

In this paper, we investigate the problem of training neural machine translation (NMT) systems with a dataset of more than 40 billion bilingual sentence pairs, which is larger than the largest dataset to date by orders of magnitude.…

Computation and Language · Computer Science 2019-10-08 Yuxian Meng , Xiangyuan Ren , Zijun Sun , Xiaoya Li , Arianna Yuan , Fei Wu , Jiwei Li

Recent advances in Text-to-SQL have achieved strong results in static, single-turn tasks, where models generate SQL queries from natural language questions. However, these systems fall short in real-world interactive scenarios, where user…

Databases · Computer Science 2025-11-14 Linzhuang Sun , Tianyu Guo , Hao Liang , Yuying Li , Qifeng Cai , Jingxuan Wei , Bihui Yu , Wentao Zhang , Bin Cui

This paper presents MuCGEC, a multi-reference multi-source evaluation dataset for Chinese Grammatical Error Correction (CGEC), consisting of 7,063 sentences collected from three Chinese-as-a-Second-Language (CSL) learner sources. Each…

Computation and Language · Computer Science 2022-05-05 Yue Zhang , Zhenghua Li , Zuyi Bao , Jiacheng Li , Bo Zhang , Chen Li , Fei Huang , Min Zhang

Machine reading comprehension tasks require a machine reader to answer questions relevant to the given document. In this paper, we present the first free-form multiple-Choice Chinese machine reading Comprehension dataset (C^3), containing…

Computation and Language · Computer Science 2019-12-18 Kai Sun , Dian Yu , Dong Yu , Claire Cardie

Named Entity Recognition and Relation Extraction for Chinese literature text is regarded as the highly difficult problem, partially because of the lack of tagging sets. In this paper, we build a discourse-level dataset from hundreds of…

Computation and Language · Computer Science 2019-06-12 Jingjing Xu , Ji Wen , Xu Sun , Qi Su

This paper introduces the first dataset for evaluating English-Chinese Bilingual Contextual Word Similarity, namely BCWS (https://github.com/MiuLab/BCWS). The dataset consists of 2,091 English-Chinese word pairs with the corresponding…

Computation and Language · Computer Science 2018-10-23 Ta-Chung Chi , Ching-Yen Shih , Yun-Nung Chen

Evaluating text-to-SQL systems remains largely fragile: correctness is typically judged by executing predicted and gold SQL queries on a single static database, even though the same queries may behave differently under alternative database…

Databases · Computer Science 2026-05-01 Mohammadamin Habibollah , Davood Rafiei