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This paper describes the results of SemEval 2023 task 7 -- Multi-Evidence Natural Language Inference for Clinical Trial Data (NLI4CT) -- consisting of 2 tasks, a Natural Language Inference (NLI) task, and an evidence selection task on…

Computation and Language · Computer Science 2023-05-12 Maël Jullien , Marco Valentino , Hannah Frost , Paul O'Regan , Donal Landers , André Freitas

Text segmentation, the task of dividing a document into contiguous segments based on its semantic structure, is a longstanding challenge in language understanding. Previous work on text segmentation focused on unsupervised methods such as…

Computation and Language · Computer Science 2018-03-28 Omri Koshorek , Adir Cohen , Noam Mor , Michael Rotman , Jonathan Berant

While numerous attempts have been made to jointly parse syntax and semantics, high performance in one domain typically comes at the price of performance in the other. This trade-off contradicts the large body of research focusing on the…

Computation and Language · Computer Science 2021-04-13 Elias Stengel-Eskin , Kenton Murray , Sheng Zhang , Aaron Steven White , Benjamin Van Durme

We describe our system for SemEval-2018 Shared Task on Semantic Relation Extraction and Classification in Scientific Papers where we focus on the Classification task. Our simple piecewise convolution neural encoder performs decently in an…

Computation and Language · Computer Science 2018-05-02 Dushyanta Dhyani

There have been several efforts to extend distributional semantics beyond individual words, to measure the similarity of word pairs, phrases, and sentences (briefly, tuples; ordered sets of words, contiguous or noncontiguous). One way to…

Machine Learning · Computer Science 2013-10-21 Peter D. Turney

We construct a multilingual common semantic space based on distributional semantics, where words from multiple languages are projected into a shared space to enable knowledge and resource transfer across languages. Beyond word alignment, we…

Computation and Language · Computer Science 2018-04-24 Lifu Huang , Kyunghyun Cho , Boliang Zhang , Heng Ji , Kevin Knight

This paper explains the participation of team Hitachi to SemEval-2023 Task 3 "Detecting the genre, the framing, and the persuasion techniques in online news in a multi-lingual setup.'' Based on the multilingual, multi-task nature of the…

Computation and Language · Computer Science 2023-04-26 Yuta Koreeda , Ken-ichi Yokote , Hiroaki Ozaki , Atsuki Yamaguchi , Masaya Tsunokake , Yasuhiro Sogawa

We present an overview of the second shared task on language identification in code-switched data. For the shared task, we had code-switched data from two different language pairs: Modern Standard Arabic-Dialectal Arabic (MSA-DA) and…

Computation and Language · Computer Science 2019-10-01 Giovanni Molina , Fahad AlGhamdi , Mahmoud Ghoneim , Abdelati Hawwari , Nicolas Rey-Villamizar , Mona Diab , Thamar Solorio

This paper describes the system proposed by Sabanc{\i} University Natural Language Processing Group in the SemEval-2022 MultiCoNER task. We developed an unsupervised entity linking pipeline that detects potential entity mentions with the…

Computation and Language · Computer Science 2022-03-23 Buse Çarık , Fatih Beyhan , Reyyan Yeniterzi

The UDC (Universal Decimal Classification) is not only a classification language with a long history; it also presents a complex cognitive system worthy of the attention of complexity theory. The elements of the UDC: classes, auxiliaries,…

Digital Libraries · Computer Science 2013-06-18 Richard Smiraglia , Andrea Scharnhorst , Almila Akdag Salah , Cheng Gao

This paper constitutes an extension to the report on DISA-MU team participation in the ImageCLEF 2014 Scalable Concept Image Annotation Task as published in [3]. Specifically, we introduce a new similarity search component that was…

Information Retrieval · Computer Science 2014-09-17 Petra Budikova , Jan Botorek , Michal Batko , Pavel Zezula

In this paper, we describe our system for Task 4 of SemEval 2020, which involves differentiating between natural language statements that confirm to common sense and those that do not. The organizers propose three subtasks - first,…

Computation and Language · Computer Science 2020-07-23 Soumya Ranjan Dash , Sandeep Routray , Prateek Varshney , Ashutosh Modi

This paper describes the organization and findings of AXOLOTL'24, the first multilingual explainable semantic change modeling shared task. We present new sense-annotated diachronic semantic change datasets for Finnish and Russian which were…

Computation and Language · Computer Science 2024-07-08 Mariia Fedorova , Timothee Mickus , Niko Partanen , Janine Siewert , Elena Spaziani , Andrey Kutuzov

This paper mainly describes our winning solution (team name: www) to Amazon ESCI Challenge of KDD CUP 2022, which achieves a NDCG score of 0.9043 and wins the first place on task 1: the query-product ranking track. In this competition,…

Information Retrieval · Computer Science 2022-08-08 Qi Zhang , Zijian Yang , Yilun Huang , Ze Chen , Zijian Cai , Kangxu Wang , Jiewen Zheng , Jiarong He , Jin Gao

In this paper, we present our system for the SemEval Task 5, The Legal Argument Reasoning Task in Civil Procedure Challenge. Legal argument reasoning is an essential skill that all law students must master. Moreover, it is important to…

Computation and Language · Computer Science 2024-04-03 Dan Schumacher , Anthony Rios

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

We introduce SentEval, a toolkit for evaluating the quality of universal sentence representations. SentEval encompasses a variety of tasks, including binary and multi-class classification, natural language inference and sentence similarity.…

Computation and Language · Computer Science 2018-03-16 Alexis Conneau , Douwe Kiela

Text alignment finds application in tasks such as citation recommendation and plagiarism detection. Existing alignment methods operate at a single, predefined level and cannot learn to align texts at, for example, sentence and document…

Computation and Language · Computer Science 2020-10-06 Xuhui Zhou , Nikolaos Pappas , Noah A. Smith

Despite significant progress in Natural Language Generation for Indian languages (IndicNLP), there is a lack of datasets around complex structured tasks such as semantic parsing. One reason for this imminent gap is the complexity of the…

Computation and Language · Computer Science 2023-06-06 Divyanshu Aggarwal , Vivek Gupta , Anoop Kunchukuttan

This paper presents our segmentation system developed for the MLP 2017 shared tasks on cross-lingual word segmentation and morpheme segmentation. We model both word and morpheme segmentation as character-level sequence labelling tasks. The…

Computation and Language · Computer Science 2017-09-13 Yan Shao