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While coreference resolution is a well-established research area in Natural Language Processing (NLP), research focusing on Thai language remains limited due to the lack of large annotated corpora. In this work, we introduce ThaiCoref, a…

Computation and Language · Computer Science 2024-06-11 Pontakorn Trakuekul , Wei Qi Leong , Charin Polpanumas , Jitkapat Sawatphol , William Chandra Tjhi , Attapol T. Rutherford

High-quality bilingual resources remain a critical bottleneck for advancing multilingual NLP in low-resource settings, particularly for Bangla. To mitigate this gap, we introduce BiST, a rigorously curated Bangla-English corpus for…

Computation and Language · Computer Science 2026-04-07 Abdullah Al Shafi , Swapnil Kundu Argha , M. A. Moyeen , Abdul Muntakim , Shoumik Barman Polok

The ever-growing volume of data of user-generated content on social media provides a nearly unlimited corpus of unlabeled data even in languages where resources are scarce. In this paper, we demonstrate that state-of-the-art results on two…

Machine Learning · Computer Science 2019-12-18 Thanapapas Horsuwan , Kasidis Kanwatchara , Peerapon Vateekul , Boonserm Kijsirikul

Objective: To build a comprehensive corpus covering syntactic and semantic annotations of Chinese clinical texts with corresponding annotation guidelines and methods as well as to develop tools trained on the annotated corpus, which…

Computation and Language · Computer Science 2016-11-09 Bin He , Bin Dong , Yi Guan , Jinfeng Yang , Zhipeng Jiang , Qiubin Yu , Jianyi Cheng , Chunyan Qu

We present a corpus of 5,000 richly annotated abstracts of medical articles describing clinical randomized controlled trials. Annotations include demarcations of text spans that describe the Patient population enrolled, the Interventions…

Computation and Language · Computer Science 2018-06-13 Benjamin Nye , Junyi Jessy Li , Roma Patel , Yinfei Yang , Iain J. Marshall , Ani Nenkova , Byron C. Wallace

The taggedPBC (Ring 2025a) contains more than 1,800 sentences of pos-tagged parallel text data from over 1,500 languages, representing 133 language families and 111 isolates. While this dwarfs previously available resources, and the POS…

Computation and Language · Computer Science 2025-06-10 Hiram Ring

Distributional semantics in the form of word embeddings are an essential ingredient to many modern natural language processing systems. The quantification of semantic similarity between words can be used to evaluate the ability of a system…

Computation and Language · Computer Science 2019-04-10 Ponrudee Netisopakul , Gerhard Wohlgenannt , Aleksei Pulich

Pre-training data shapes a language model's quality, but raw web text is noisy and demands careful cleaning. Existing large-scale corpora rely on English-centric or language-agnostic pipelines whose heuristics do not capture Thai script or…

Purpose: The aim of this work is to normalize the NLPCONTRIBUTIONS scheme (henceforward, NLPCONTRIBUTIONGRAPH) to structure, directly from article sentences, the contributions information in Natural Language Processing (NLP) scholarly…

Computation and Language · Computer Science 2021-05-10 Jennifer D'Souza , Sören Auer

As natural language corpora expand at an unprecedented rate, manual annotation remains a significant methodological bottleneck in corpus linguistic work. We address this challenge by presenting a scalable pipeline for automating grammatical…

Computation and Language · Computer Science 2026-02-11 Cameron Morin , Matti Marttinen Larsson

We present an ongoing initiative to provide open, very large, high-quality, and richly annotated textual datasets for almost 200 languages. At 30 trillion tokens, this is likely the largest generally available multilingual collection of LLM…

We present a freely available, genre-balanced English web corpus totaling 4M tokens and featuring a large number of high-quality automatic annotation layers, including dependency trees, non-named entity annotations, coreference resolution,…

Computation and Language · Computer Science 2020-06-19 Luke Gessler , Siyao Peng , Yang Liu , Yilun Zhu , Shabnam Behzad , Amir Zeldes

The Yunshan Cup 2020 track focused on creating a framework for evaluating different methods of part-of-speech (POS). There were two tasks for this track: (1) POS tagging for the Indonesian language, and (2) POS tagging for the Lao tagging.…

Computation and Language · Computer Science 2022-04-07 Yingwen Fu , Jinyi Chen , Nankai Lin , Xixuan Huang , Xinying Qiu , Shengyi Jiang

Over the past years, interest in discourse analysis and discourse parsing has steadily grown, and many discourse-annotated corpora and, as a result, discourse parsers have been built. In this paper, we present a discourse-annotated corpus…

Computation and Language · Computer Science 2021-06-29 Sara Shahmohammadi , Hadi Veisi , Ali Darzi

This paper introduces the Multi-Genre Natural Language Inference (MultiNLI) corpus, a dataset designed for use in the development and evaluation of machine learning models for sentence understanding. In addition to being one of the largest…

Computation and Language · Computer Science 2018-02-21 Adina Williams , Nikita Nangia , Samuel R. Bowman

As Large Language Models (LLMs) gain wider adoption, ensuring their reliable handling of Personally Identifiable Information (PII) across diverse regulatory contexts has become essential. This work introduces a scalable multilingual data…

Computation and Language · Computer Science 2025-10-13 Bharti Meena , Joanna Skubisz , Harshit Rajgarhia , Nand Dave , Kiran Ganesh , Shivali Dalmia , Abhishek Mukherji , Vasudevan Sundarababu

Since FineWeb-Edu, data curation for LLM pretraining has predominantly relied on single scalar quality scores produced by small classifiers. A single score conflates multiple quality dimensions, prevents flexible filtering, and offers no…

Computation and Language · Computer Science 2026-02-20 Maximilian Idahl , Benedikt Droste , Björn Plüster , Jan Philipp Harries

We describe an effort to annotate a corpus of natural language instructions consisting of 622 wet lab protocols to facilitate automatic or semi-automatic conversion of protocols into a machine-readable format and benefit biological…

Computation and Language · Computer Science 2018-05-02 Chaitanya Kulkarni , Wei Xu , Alan Ritter , Raghu Machiraju

Existing datasets available for crosslinguistic investigations have tended to focus on large amounts of data for a small group of languages or a small amount of data for a large number of languages. This means that claims based on these…

Computation and Language · Computer Science 2026-01-27 Hiram Ring

This paper presents the challenges in creating and managing large parallel corpora of 12 major Indian languages (which is soon to be extended to 23 languages) as part of a major consortium project funded by the Department of Information…

Computation and Language · Computer Science 2021-12-06 Ritesh Kumar , Shiv Bhusan Kaushik , Pinkey Nainwani , Girish Nath Jha
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