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We present our entry into the 2021 3C Shared Task Citation Context Classification based on Purpose competition. The goal of the competition is to classify a citation in a scientific article based on its purpose. This task is important…

机器学习 · 计算机科学 2022-09-07 Alex Oesterling , Angikar Ghosal , Haoyang Yu , Rui Xin , Yasa Baig , Lesia Semenova , Cynthia Rudin

In this paper, we give an overview for the shared task at the CCF Conference on Natural Language Processing \& Chinese Computing (NLPCC 2017): Chinese News Headline Categorization. The dataset of this shared task consists 18 classes, 12,000…

计算与语言 · 计算机科学 2017-06-12 Xipeng Qiu , Jingjing Gong , Xuanjing Huang

The paper presents the IWCS 2019 shared task on semantic parsing where the goal is to produce Discourse Representation Structures (DRSs) for English sentences. DRSs originate from Discourse Representation Theory and represent scoped meaning…

计算与语言 · 计算机科学 2020-05-28 Lasha Abzianidze , Rik van Noord , Hessel Haagsma , Johan Bos

The ALTA shared tasks have been running annually since 2010. In 2024, the purpose of the task is to detect machine-generated text in a hybrid setting where the text may contain portions of human text and portions machine-generated. In this…

计算与语言 · 计算机科学 2024-12-25 Diego Mollá , Qiongkai Xu , Zijie Zeng , Zhuang Li

Learning distributed sentence representations is one of the key challenges in natural language processing. Previous work demonstrated that a recurrent neural network (RNNs) based sentence encoder trained on a large collection of annotated…

计算与语言 · 计算机科学 2018-08-20 Wasi Uddin Ahmad , Xueying Bai , Zhechao Huang , Chao Jiang , Nanyun Peng , Kai-Wei Chang

In this paper, we describe the methodology used and the results obtained by us for completing the tasks given under the shared task on Consumer Health Information Search (CHIS) collocated with the Forum for Information Retrieval Evaluation…

信息检索 · 计算机科学 2016-12-28 Kamal Sarkar , Debanjan Das , Indra Banerjee , Mamta Kumari , Prasenjit Biswas

We describe the 2021 Key Point Analysis (KPA-2021) shared task on key point analysis that we organized as a part of the 8th Workshop on Argument Mining (ArgMining 2021) at EMNLP 2021. We outline various approaches and discuss the results of…

计算与语言 · 计算机科学 2021-10-22 Roni Friedman , Lena Dankin , Yufang Hou , Ranit Aharonov , Yoav Katz , Noam Slonim

The CL-SciSumm 2016 shared task introduced an interesting problem: given a document D and a piece of text that cites D, how do we identify the text spans of D being referenced by the piece of text? The shared task provided the first…

计算与语言 · 计算机科学 2017-08-11 Luis Moraes , Shahryar Baki , Rakesh Verma , Daniel Lee

The rise of large language models (LLMs) has created an urgent need to distinguish between human-written and LLM-generated text to ensure authenticity and societal trust. Existing detectors typically provide a binary classification for an…

计算与语言 · 计算机科学 2026-05-06 Mengchu Li , Jin Zhu , Jinglai Li , Chengchun Shi

We present a submission to the CogALex 2016 shared task on the corpus-based identification of semantic relations, using LexNET (Shwartz and Dagan, 2016), an integrated path-based and distributional method for semantic relation…

计算与语言 · 计算机科学 2016-11-02 Vered Shwartz , Ido Dagan

Due to the characteristics of Information and Communications Technology (ICT) products, the critical information of ICT devices is often summarized in big tabular data shared across supply chains. Therefore, it is critical to automatically…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Bin Xiao , Murat Simsek , Burak Kantarci , Ala Abu Alkheir

The advancements in large language models (LLMs) have brought significant progress in NLP tasks. However, if a task cannot be fully described in prompts, the models could fail to carry out the task. In this paper, we propose a simple yet…

计算与语言 · 计算机科学 2025-06-10 Hwiyeol Jo , Hyunwoo Lee , Kang Min Yoo , Taiwoo Park

This paper presents a summary of the first Workshop on Building Linguistically Generalizable Natural Language Processing Systems, and the associated Build It Break It, The Language Edition shared task. The goal of this workshop was to bring…

计算与语言 · 计算机科学 2017-11-07 Allyson Ettinger , Sudha Rao , Hal Daumé , Emily M. Bender

One of the principal tasks of machine learning with major applications is text classification. This paper focuses on the legal domain and, in particular, on the classification of lengthy legal documents. The main challenge that this study…

计算与语言 · 计算机科学 2019-12-17 Lulu Wan , George Papageorgiou , Michael Seddon , Mirko Bernardoni

In this paper, we provide an overview of the SV-Ident shared task as part of the 3rd Workshop on Scholarly Document Processing (SDP) at COLING 2022. In the shared task, participants were provided with a sentence and a vocabulary of…

计算与语言 · 计算机科学 2022-09-20 Tornike Tsereteli , Yavuz Selim Kartal , Simone Paolo Ponzetto , Andrea Zielinski , Kai Eckert , Philipp Mayr

Multi-Task Learning (MTL) is a framework, where multiple related tasks are learned jointly and benefit from a shared representation space, or parameter transfer. To provide sufficient learning support, modern MTL uses annotated data with…

计算机视觉与模式识别 · 计算机科学 2024-01-04 Dimitrios Kollias , Viktoriia Sharmanska , Stefanos Zafeiriou

The 1st Workshop on Data Contamination (CONDA 2024) focuses on all relevant aspects of data contamination in natural language processing, where data contamination is understood as situations where evaluation data is included in pre-training…

We present the FinCausal 2020 Shared Task on Causality Detection in Financial Documents and the associated FinCausal dataset, and discuss the participating systems and results. Two sub-tasks are proposed: a binary classification task (Task…

Sequence alignments are used to capture patterns composed of elements representing multiple conceptual levels through the alignment of sequences that contain overlapping and variable length annotations. The alignments also determine the…

计算与语言 · 计算机科学 2019-09-19 Frank Meng , Craig A. Morioka , Danne C. Elbers

In this article, we present a description of our systems as a part of our participation in the shared task namely Artificial Intelligence for Legal Assistance (AILA 2019). This is an integral event of Forum for Information Retrieval…

计算与语言 · 计算机科学 2021-06-29 Baban Gain , Dibyanayan Bandyopadhyay , Arkadipta De , Tanik Saikh , Asif Ekbal