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Multilingual coreference resolution (MCR) has been a long-standing and challenging task. With the newly proposed multilingual coreference dataset, CorefUD (Nedoluzhko et al., 2022), we conduct an investigation into the task by using its…

Computation and Language · Computer Science 2023-10-30 Haixia Chai , Michael Strube

Multimodal coreference resolution (MCR) aims to identify mentions referring to the same entity across different modalities, such as text and visuals, and is essential for understanding multimodal content. In the era of rapidly growing…

Computation and Language · Computer Science 2025-05-20 Xingyu Li , Chen Gong , Guohong Fu

Coreference resolution involves the task of identifying text spans within a discourse that pertain to the same real-world entity. While this task has been extensively explored in the English language, there has been a notable scarcity of…

Computation and Language · Computer Science 2024-03-26 Ritwik Mishra , Pooja Desur , Rajiv Ratn Shah , Ponnurangam Kumaraguru

Multi-modal multi-party conversation (MMC) is a less studied yet important topic of research due to that it well fits real-world scenarios and thus potentially has more widely-used applications. Compared with the traditional multi-modal…

Computation and Language · Computer Science 2024-12-24 Yueqian Wang , Xiaojun Meng , Yuxuan Wang , Jianxin Liang , Qun Liu , Dongyan Zhao

In this paper, we present coreference resolution experiments with a newly created multilingual corpus CorefUD. We focus on the following languages: Czech, Russian, Polish, German, Spanish, and Catalan. In addition to monolingual…

Computation and Language · Computer Science 2021-09-06 Ondřej Pražák , Miloslav Konopík , Jakub Sido

The paper presents an overview of the third edition of the shared task on multilingual coreference resolution, held as part of the CRAC 2024 workshop. Similarly to the previous two editions, the participants were challenged to develop…

Coreference resolution is the task of finding expressions that refer to the same entity in a text. Coreference models are generally trained on monolingual annotated data but annotating coreference is expensive and challenging. Hardmeier et…

Computation and Language · Computer Science 2023-05-30 Gongbo Tang , Christian Hardmeier

Coreference resolution, the task of identifying expressions in text that refer to the same entity, is a critical component in various natural language processing applications. This paper presents a novel end-to-end neural coreference…

Computation and Language · Computer Science 2024-12-30 Ondřej Pražák , Miloslav Konopík , Pavel Král

Multi-lingual contextualized embeddings, such as multilingual-BERT (mBERT), have shown success in a variety of zero-shot cross-lingual tasks. However, these models are limited by having inconsistent contextualized representations of…

Computation and Language · Computer Science 2020-07-14 Libo Qin , Minheng Ni , Yue Zhang , Wanxiang Che

We tackle Multi-party Dialogue Reading Comprehension (abbr., MDRC). MDRC stands for an extractive reading comprehension task grounded on a batch of dialogues among multiple interlocutors. It is challenging due to the requirement of…

Computation and Language · Computer Science 2023-05-23 Yanling Li , Bowei Zou , Yifan Fan , Mengxing Dong , Yu Hong

Coreference resolution is essential for natural language understanding and has been long studied in NLP. In recent years, as the format of Question Answering (QA) became a standard for machine reading comprehension (MRC), there have been…

Computation and Language · Computer Science 2021-06-10 Mingzhu Wu , Nafise Sadat Moosavi , Dan Roth , Iryna Gurevych

Machine translation (MT) requires a wide range of linguistic capabilities, which current end-to-end models are expected to learn implicitly by observing aligned sentences in bilingual corpora. In this work, we ask: \emph{How well do MT…

Computation and Language · Computer Science 2023-02-17 Asaf Yehudai , Arie Cattan , Omri Abend , Gabriel Stanovsky

Entity coreference resolution is an important research problem with many applications, including information extraction and question answering. Coreference resolution for English has been studied extensively. However, there is relatively…

Computation and Language · Computer Science 2023-01-24 Tuan Manh Lai , Heng Ji

Multilingual Machine Comprehension (MMC) is a Question-Answering (QA) sub-task that involves quoting the answer for a question from a given snippet, where the question and the snippet can be in different languages. Recently released…

Computation and Language · Computer Science 2020-06-03 Somil Gupta , Nilesh Khade

Reference resolution, which aims to identify entities being referred to by a speaker, is more complex in real world settings: new referents may be created by processes the agents engage in and/or be salient only because they belong to the…

Computation and Language · Computer Science 2022-09-07 Abhinav Kumar , Barbara Di Eugenio , Abari Bhattacharya , Jillian Aurisano , Andrew Johnson

Recent work on multilingual AMR-to-text generation has exclusively focused on data augmentation strategies that utilize silver AMR. However, this assumes a high quality of generated AMRs, potentially limiting the transferability to the…

Computation and Language · Computer Science 2021-09-09 Leonardo F. R. Ribeiro , Jonas Pfeiffer , Yue Zhang , Iryna Gurevych

Most recent coreference resolution systems use search algorithms over possible spans to identify mentions and resolve coreference. We instead present a coreference resolution system that uses a text-to-text (seq2seq) paradigm to predict…

Computation and Language · Computer Science 2022-11-23 Bernd Bohnet , Chris Alberti , Michael Collins

Coreference Resolution is a well studied problem in NLP. While widely studied for English and other resource-rich languages, research on coreference resolution in Bengali largely remains unexplored due to the absence of relevant datasets.…

Computation and Language · Computer Science 2023-07-06 Shadman Rohan , Mojammel Hossain , Mohammad Mamun Or Rashid , Nabeel Mohammed

This paper describes the fifth edition of the Shared Task on Multilingual Coreference Resolution, held in conjunction with the CODI-CRAC 2026 workshop. Building on previous iterations, the task required participants to develop systems…

While multilingual pretrained language models (LMs) fine-tuned on a single language have shown substantial cross-lingual task transfer capabilities, there is still a wide performance gap in semantic parsing tasks when target language…

Computation and Language · Computer Science 2021-09-10 Massimo Nicosia , Zhongdi Qu , Yasemin Altun
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