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Eye-Tracking data is a very useful source of information to study cognition and especially language comprehension in humans. In this paper, we describe our systems for the CMCL 2022 shared task on predicting eye-tracking information. We…

Computation and Language · Computer Science 2022-04-12 Sunit Bhattacharya , Rishu Kumar , Ondrej Bojar

In this paper, we present a system that uses a Large Language Model (LLM) to perform grammar and spelling correction as a component of Quality Assurance (QA) for texts generated by NLG systems, which is important for text production in…

Computation and Language · Computer Science 2025-01-28 Ching-Yi Chen , Johanna Heininger , Adela Schneider , Christian Eckard , Andreas Madsack , Robert Weißgraeber

Chinese text correction has traditionally focused on spelling and grammar, while factual error correction is usually treated separately. However, in paragraph-level Chinese professional writing, linguistic (word/grammar/punctuation) and…

Computation and Language · Computer Science 2026-03-02 Jian Kai , Zidong Zhang , Jiwen Chen , Zhengxiang Wu , Songtao Sun , Fuyang Li , Yang Cao , Qiang Liu

In this paper, we give an overview for the shared task at the 4th CCF Conference on Natural Language Processing \& Chinese Computing (NLPCC 2015): Chinese word segmentation and part-of-speech (POS) tagging for micro-blog texts. Different…

Computation and Language · Computer Science 2015-07-01 Xipeng Qiu , Peng Qian , Liusong Yin , Shiyu Wu , Xuanjing Huang

We report the findings of the second Complex Word Identification (CWI) shared task organized as part of the BEA workshop co-located with NAACL-HLT'2018. The second CWI shared task featured multilingual and multi-genre datasets divided into…

Computation and Language · Computer Science 2018-04-25 Seid Muhie Yimam , Chris Biemann , Shervin Malmasi , Gustavo H. Paetzold , Lucia Specia , Sanja Štajner , Anaïs Tack , Marcos Zampieri

This paper presents a shared task that we organized at the Foundations of Language Technology (FoLT) course in 2023/2024 at the Technical University of Darmstadt, which focuses on evaluating the output of Large Language Models (LLMs) in…

Computation and Language · Computer Science 2024-08-02 Yufang Hou , Thy Thy Tran , Doan Nam Long Vu , Yiwen Cao , Kai Li , Lukas Rohde , Iryna Gurevych

Cross-lingual summarization is the task of generating a summary in one language (e.g., English) for the given document(s) in a different language (e.g., Chinese). Under the globalization background, this task has attracted increasing…

Computation and Language · Computer Science 2022-08-31 Jiaan Wang , Fandong Meng , Duo Zheng , Yunlong Liang , Zhixu Li , Jianfeng Qu , Jie Zhou

In this paper, we provide an overview of the NTCIR-18 Automatic Evaluation of LLMs (AEOLLM) task. As large language models (LLMs) grow popular in both academia and industry, how to effectively evaluate the capacity of LLMs becomes an…

Computation and Language · Computer Science 2025-03-18 Junjie Chen , Haitao Li , Zhumin Chu , Yiqun Liu , Qingyao Ai

State of the art natural language processing tools are built on context-dependent word embeddings, but no direct method for evaluating these representations currently exists. Standard tasks and datasets for intrinsic evaluation of…

Large Language Models (LLMs) changed the way we design and interact with software systems. Their ability to process and extract information from text has drastically improved productivity in a number of routine tasks. Developers that want…

Machine Learning · Computer Science 2025-08-26 Federico Errica , Giuseppe Siracusano , Davide Sanvito , Roberto Bifulco

In this paper, we describe SemEval-2013 Task 4: the definition, the data, the evaluation and the results. The task is to capture some of the meaning of English noun compounds via paraphrasing. Given a two-word noun compound, the…

Computation and Language · Computer Science 2019-11-26 Iris Hendrickx , Preslav Nakov , Stan Szpakowicz , Zornitsa Kozareva , Diarmuid Ó Séaghdha , Tony Veale

This report describes Microsoft's machine translation systems for the WMT21 shared task on large-scale multilingual machine translation. We participated in all three evaluation tracks including Large Track and two Small Tracks where the…

Computation and Language · Computer Science 2021-11-04 Jian Yang , Shuming Ma , Haoyang Huang , Dongdong Zhang , Li Dong , Shaohan Huang , Alexandre Muzio , Saksham Singhal , Hany Hassan Awadalla , Xia Song , Furu Wei

To date, efforts in the code-switching literature have focused for the most part on language identification, POS, NER, and syntactic parsing. In this paper, we address machine translation for code-switched social media data. We create a…

Computation and Language · Computer Science 2022-02-22 Shuguang Chen , Gustavo Aguilar , Anirudh Srinivasan , Mona Diab , Thamar Solorio

We present the results from the second shared task on multimodal machine translation and multilingual image description. Nine teams submitted 19 systems to two tasks. The multimodal translation task, in which the source sentence is…

Computation and Language · Computer Science 2017-10-20 Desmond Elliott , Stella Frank , Loïc Barrault , Fethi Bougares , Lucia Specia

We introduce a novel task consisting in assigning a proof to a given mathematical statement. The task is designed to improve the processing of research-level mathematical texts. Applying Natural Language Processing (NLP) tools to research…

Computation and Language · Computer Science 2021-02-04 Maximin Coavoux , Shay B. Cohen

Neural machine translation systems have become state-of-the-art approaches for Grammatical Error Correction (GEC) task. In this paper, we propose a copy-augmented architecture for the GEC task by copying the unchanged words from the source…

Computation and Language · Computer Science 2019-06-12 Wei Zhao , Liang Wang , Kewei Shen , Ruoyu Jia , Jingming Liu

We report findings of the TSAR-2022 shared task on multilingual lexical simplification, organized as part of the Workshop on Text Simplification, Accessibility, and Readability TSAR-2022 held in conjunction with EMNLP 2022. The task called…

Computation and Language · Computer Science 2023-02-07 Horacio Saggion , Sanja Štajner , Daniel Ferrés , Kim Cheng Sheang , Matthew Shardlow , Kai North , Marcos Zampieri

Multi-domain detection of the machine-generated code snippets in various programming languages is a challenging task. SemEval-2026 Task~13 copes with this challenge in various angles, as a binary detection problem as well as attribution of…

Machine Learning · Computer Science 2026-04-24 Adam Skurla , Dominik Macko , Jakub Simko

This shared task has aimed to assess pedagogical abilities of AI tutors powered by large language models (LLMs), focusing on evaluating the quality of tutor responses aimed at student's mistake remediation within educational dialogues. The…

Computers and Society · Computer Science 2025-07-16 Ekaterina Kochmar , Kaushal Kumar Maurya , Kseniia Petukhova , KV Aditya Srivatsa , Anaïs Tack , Justin Vasselli

The CL-SciSumm Shared Task is the first medium-scale shared task on scientific document summarization in the computational linguistics~(CL) domain. In 2019, it comprised three tasks: (1A) identifying relationships between citing documents…

Computation and Language · Computer Science 2019-07-24 Muthu Kumar Chandrasekaran , Michihiro Yasunaga , Dragomir Radev , Dayne Freitag , Min-Yen Kan
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