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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

Learning multilingual and multi-domain translation model is challenging as the heterogeneous and imbalanced data make the model converge inconsistently over different corpora in real world. One common practice is to adjust the share of each…

Computation and Language · Computer Science 2021-09-07 Minghao Wu , Yitong Li , Meng Zhang , Liangyou Li , Gholamreza Haffari , Qun Liu

In this paper, we address the representation of coordinate constructions in Enhanced Universal Dependencies (UD), where relevant dependency links are propagated from conjunction heads to other conjuncts. English treebanks for enhanced UD…

Computation and Language · Computer Science 2021-03-17 Stefan Grünewald , Prisca Piccirilli , Annemarie Friedrich

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

Treebank formats and associated software tools are proliferating rapidly, with little consideration for interoperability. We survey a wide variety of treebank structures and operations, and show how they can be mapped onto the annotation…

Computation and Language · Computer Science 2007-05-23 Scott Cotton , Steven Bird

Cross-lingual transfer is an effective way to build syntactic analysis tools in low-resource languages. However, transfer is difficult when transferring to typologically distant languages, especially when neither annotated target data nor…

Computation and Language · Computer Science 2021-04-30 Junxian He , Zhisong Zhang , Taylor Berg-Kirkpatrick , Graham Neubig

We study conversational dialog in which there are many possible responses to a given history. We present the MultiTalk Dataset, a corpus of over 320,000 sentences of written conversational dialog that balances a high branching factor (10)…

Computation and Language · Computer Science 2021-02-03 Yao Dou , Maxwell Forbes , Ari Holtzman , Yejin Choi

Despite recent advances in digital resources for other Coptic dialects, especially Sahidic, Bohairic Coptic, the main Coptic dialect for pre-Mamluk, late Byzantine Egypt, and the contemporary language of the Coptic Church, remains…

Computation and Language · Computer Science 2025-06-10 Amir Zeldes , Nina Speransky , Nicholas Wagner , Caroline T. Schroeder

For sensible progress in natural language processing, it is important that we are aware of the limitations of the evaluation metrics we use. In this work, we evaluate how robust metrics are to non-standardized dialects, i.e. spelling…

Computation and Language · Computer Science 2023-11-29 Noëmi Aepli , Chantal Amrhein , Florian Schottmann , Rico Sennrich

This paper describes our system (HIT-SCIR) submitted to the CoNLL 2018 shared task on Multilingual Parsing from Raw Text to Universal Dependencies. We base our submission on Stanford's winning system for the CoNLL 2017 shared task and make…

Computation and Language · Computer Science 2018-07-31 Wanxiang Che , Yijia Liu , Yuxuan Wang , Bo Zheng , Ting Liu

The goal of this paper is to provide a complete representation of regional linguistic variation on a global scale. To this end, the paper focuses on removing three constraints that have previously limited work within…

Computation and Language · Computer Science 2021-04-06 Jonathan Dunn

Multilingual Large Language Models (LLMs) have shown remarkable performance across various languages; however, they often include significantly less data for low-resource languages such as Urdu compared to high-resource languages like…

Computation and Language · Computer Science 2025-08-05 Farah Adeeba , Brian Dillon , Hassan Sajjad , Rajesh Bhatt

As a special machine translation task, dialect translation has two main characteristics: 1) lack of parallel training corpus; and 2) possessing similar grammar between two sides of the translation. In this paper, we investigate how to…

Computation and Language · Computer Science 2022-10-20 Yu Wan , Baosong Yang , Derek F. Wong , Lidia S. Chao , Haihua Du , Ben C. H. Ao

We evaluate the efficacy of predicted UPOS tags as input features for dependency parsers in lower resource settings to evaluate how treebank size affects the impact tagging accuracy has on parsing performance. We do this for real low…

Computation and Language · Computer Science 2021-06-09 Mark Anderson , Mathieu Dehouck , Carlos Gómez Rodríguez

Relation extraction is essential for extracting and understanding biographical information in the context of digital humanities and related subjects. There is a growing interest in the community to build datasets capable of training machine…

Computation and Language · Computer Science 2024-03-28 Alistair Plum , Tharindu Ranasinghe , Christoph Purschke

The Parallel Meaning Bank is a corpus of translations annotated with shared, formal meaning representations comprising over 11 million words divided over four languages (English, German, Italian, and Dutch). Our approach is based on…

Computation and Language · Computer Science 2017-02-15 Lasha Abzianidze , Johannes Bjerva , Kilian Evang , Hessel Haagsma , Rik van Noord , Pierre Ludmann , Duc-Duy Nguyen , Johan Bos

Large language models (LLMs) have revolutionized natural language processing (NLP), yet open-source multilingual LLMs remain scarce, with existing models often limited in language coverage. Such models typically prioritize well-resourced…

Computation and Language · Computer Science 2025-03-04 Yiran Zhao , Chaoqun Liu , Yue Deng , Jiahao Ying , Mahani Aljunied , Zhaodonghui Li , Lidong Bing , Hou Pong Chan , Yu Rong , Deli Zhao , Wenxuan Zhang

Recent text-to-image generation models have acquired the ability of multi-reference generation and editing; that is, to inherit the appearance of subjects from multiple reference images and re-render them in new contexts. However, existing…

Computer Vision and Pattern Recognition · Computer Science 2026-03-27 Yuta Oshima , Daiki Miyake , Kohsei Matsutani , Yusuke Iwasawa , Masahiro Suzuki , Yutaka Matsuo , Hiroki Furuta

A unified theory of language combines a Bayesian cognitive linguistic model of language processing, with the proposal that language evolved by sexual selection for the display of intelligence. The theory accounts for the major facts of…

Neurons and Cognition · Quantitative Biology 2025-08-29 Robert Worden

Recent breakthroughs in large language models (LLMs) have centered around a handful of data-rich languages. What does it take to broaden access to breakthroughs beyond first-class citizen languages? Our work introduces Aya, a massively…