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Semantic role labeling (SRL) is dedicated to recognizing the semantic predicate-argument structure of a sentence. Previous studies in terms of traditional models have shown syntactic information can make remarkable contributions to SRL…

计算与语言 · 计算机科学 2020-09-15 Zuchao Li , Hai Zhao , Shexia He , Jiaxun Cai

This paper studies semantic parsing for interlanguage (L2), taking semantic role labeling (SRL) as a case task and learner Chinese as a case language. We first manually annotate the semantic roles for a set of learner texts to derive a gold…

计算与语言 · 计算机科学 2018-08-30 Zi Lin , Yuguang Duan , Yuanyuan Zhao , Weiwei Sun , Xiaojun Wan

Evaluation frameworks for text summarization have evolved in terms of both domain coverage and metrics. However, existing benchmarks still lack domain-specific assessment criteria, remain predominantly English-centric, and face challenges…

计算与语言 · 计算机科学 2025-06-03 Hyangsuk Min , Yuho Lee , Minjeong Ban , Jiaqi Deng , Nicole Hee-Yeon Kim , Taewon Yun , Hang Su , Jason Cai , Hwanjun Song

When directly using existing text generation datasets for controllable generation, we are facing the problem of not having the domain knowledge and thus the aspects that could be controlled are limited. A typical example is when using…

计算与语言 · 计算机科学 2022-07-06 Chenhui Shen , Liying Cheng , Ran Zhou , Lidong Bing , Yang You , Luo Si

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…

计算与语言 · 计算机科学 2026-03-17 Xinyue Ma , Pol Pastells , Mireia Farrús , Mariona Taulé

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,…

计算与语言 · 计算机科学 2024-02-22 Yujie Shao , Xinrong Yao , Xingwei Qu , Chenghua Lin , Shi Wang , Stephen W. Huang , Ge Zhang , Jie Fu

Argumentative stance classification plays a key role in identifying authors' viewpoints on specific topics. However, generating diverse pairs of argumentative sentences across various domains is challenging. Existing benchmarks often come…

计算与语言 · 计算机科学 2024-11-19 Jiaqing Yuan , Ruijie Xi , Munindar P. Singh

Semantic role labeling (SRL) aims to discover the predicateargument structure of a sentence. End-to-end SRL without syntactic input has received great attention. However, most of them focus on either span-based or dependency-based semantic…

计算与语言 · 计算机科学 2019-01-17 Zuchao Li , Shexia He , Hai Zhao , Yiqing Zhang , Zhuosheng Zhang , Xi Zhou , Xiang Zhou

Non-task oriented dialogue systems have achieved great success in recent years due to largely accessible conversation data and the development of deep learning techniques. Given a context, current systems are able to yield a relevant and…

计算与语言 · 计算机科学 2020-04-10 Leyang Cui , Yu Wu , Shujie Liu , Yue Zhang , Ming Zhou

Semantic role labeling (SRL) is a central natural language processing task for understanding predicate-argument structures within texts and enabling downstream applications. Despite extensive research, comprehensive surveys that critically…

计算与语言 · 计算机科学 2026-04-08 Huiyao Chen , Meishan Zhang , Jing Li , Lilja Øvrelid , Jan Hajič , Hao Fei , Min Zhang

Semantic role labeling (SRL) is to recognize the predicate-argument structure of a sentence, including subtasks of predicate disambiguation and argument labeling. Previous studies usually formulate the entire SRL problem into two or more…

计算与语言 · 计算机科学 2018-08-15 Jiaxun Cai , Shexia He , Zuchao Li , Hai Zhao

Semantic role labeling (SRL) is the process of detecting the predicate-argument structure of each predicate in a sentence. SRL plays a crucial role as a pre-processing step in many NLP applications such as topic and concept extraction,…

Non-overlapping Cross-domain Sequential Recommendation (NCSR) is the task that focuses on domain knowledge transfer without overlapping entities. Compared with traditional Cross-domain Sequential Recommendation (CSR), NCSR poses several…

信息检索 · 计算机科学 2025-11-25 Lei Guo , Chenlong Song , Feng Guo , Xiaohui Han , Xiaojun Chang , Lei Zhu

Recently, semantic role labeling (SRL) has earned a series of success with even higher performance improvements, which can be mainly attributed to syntactic integration and enhanced word representation. However, most of these efforts focus…

计算与语言 · 计算机科学 2019-09-11 Shexia He , Zuchao Li , Hai Zhao

As a fundamental NLP task, semantic role labeling (SRL) aims to discover the semantic roles for each predicate within one sentence. This paper investigates how to incorporate syntactic knowledge into the SRL task effectively. We present…

计算与语言 · 计算机科学 2019-10-25 Yue Zhang , Rui Wang , Luo Si

This report presents a detailed methodology for constructing a high-quality Semantic Role Labeling (SRL) dataset from the Wall Street Journal (WSJ) portion of the OntoNotes 5.0 corpus and adapting it for Opinion Role Labeling (ORL) tasks.…

Many efforts of research are devoted to semantic role labeling (SRL) which is crucial for natural language understanding. Supervised approaches have achieved impressing performances when large-scale corpora are available for resource-rich…

计算与语言 · 计算机科学 2020-05-08 Hao Fei , Meishan Zhang , Donghong Ji

We introduce the MultiLang Code Parser Dataset (MLCPD), a large-scale, language-agnostic dataset unifying syntactic and structural representations of code across ten major programming languages. MLCPD contains over seven million parsed…

软件工程 · 计算机科学 2025-10-21 Jugal Gajjar , Kamalasankari Subramaniakuppusamy

We present DART, an open domain structured DAta Record to Text generation dataset with over 82k instances (DARTs). Data-to-Text annotations can be a costly process, especially when dealing with tables which are the major source of…

We introduce NaSGEC, a new dataset to facilitate research on Chinese grammatical error correction (CGEC) for native speaker texts from multiple domains. Previous CGEC research primarily focuses on correcting texts from a single domain,…

计算与语言 · 计算机科学 2023-05-26 Yue Zhang , Bo Zhang , Haochen Jiang , Zhenghua Li , Chen Li , Fei Huang , Min Zhang