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We study the complexity of locally checkable labeling (LCL) problems on $\mathbb{Z}^n$ from the point of view of descriptive set theory, computability theory, and factors of i.i.d. Our results separate various complexity classes that were…

Logic · Mathematics 2025-05-08 Katalin Berlow , Anton Bernshteyn , Clark Lyons , Felix Weilacher

In this paper, we propose and investigate algorithms for the structured orthogonal dictionary learning problem. First, we investigate the case when the dictionary is a Householder matrix. We give sample complexity results and show…

Signal Processing · Electrical Eng. & Systems 2025-03-25 Anirudh Dash , Aditya Siripuram

In this paper we propose a computational treatment of the resolution of zero pronouns in Japanese discourse, using an adaptation of the centering algorithm. We are able to factor language-specific dependencies into one parameter of the…

cmp-lg · Computer Science 2008-02-03 Marilyn Walker , Masayo Iida , Sharon Cote

We leverage generative large language models for language learning applications, focusing on estimating the difficulty of foreign language texts and simplifying them to lower difficulty levels. We frame both tasks as prediction problems and…

Computation and Language · Computer Science 2024-07-26 Henri Jamet , Yash Raj Shrestha , Michalis Vlachos

In the field of Japanese-Chinese translation linguistics, the issue of correctly translating attributive clauses has persistently proven to be challenging. Present-day machine translation tools often fail to accurately translate attributive…

Computation and Language · Computer Science 2023-03-29 Wenshi Gu

Information extraction is the task of automatically picking up information of interest from an unconstrained text. Information of interest is usually extracted in two steps. First, sentence level processing locates relevant pieces of…

Artificial Intelligence · Computer Science 2008-02-03 T. Kitani , Y. Eriguchi , M. Hara

Text Simplification is an ongoing problem in Natural Language Processing, solution to which has varied implications. In conjunction with the TSAR-2022 Workshop @EMNLP2022 Lexical Simplification is the process of reducing the lexical…

Computation and Language · Computer Science 2023-02-06 Nikita Katyal , Pawan Kumar Rajpoot

Measuring a document's complexity level is an open challenge, particularly when one is working on a diverse corpus of documents rather than comparing several documents on a similar topic or working on a language other than English. In this…

Computation and Language · Computer Science 2022-09-01 Vincent Primpied , David Beauchemin , Richard Khoury

In this paper, we focus on the problem of conformal prediction with conditional guarantees. Prior work has shown that it is impossible to construct nontrivial prediction sets with full conditional coverage guarantees. A wealth of research…

Machine Learning · Computer Science 2024-04-29 Shayan Kiyani , George Pappas , Hamed Hassani

Detecting fine-grained differences in content conveyed in different languages matters for cross-lingual NLP and multilingual corpora analysis, but it is a challenging machine learning problem since annotation is expensive and hard to scale.…

Computation and Language · Computer Science 2020-10-09 Eleftheria Briakou , Marine Carpuat

Relation classification is one of the key topics in information extraction, which can be used to construct knowledge bases or to provide useful information for question answering. Current approaches for relation classification are mainly…

Computation and Language · Computer Science 2020-10-20 Abdullatif Köksal , Arzucan Özgür

With the advent of FrameNet and PropBank, many semantic role labeling (SRL) systems have been proposed in English. Although research on Japanese predicate argument structure analysis (PASA) has been conducted, most studies focused on…

Computation and Language · Computer Science 2021-03-01 Tomohiro Nakamura , Tomoya Miyashita , Soh Ohara

This paper presents methods for building speech recognizers tailored for Japanese speaking assessment tasks. Specifically, we build a speech recognizer that outputs phonemic labels with accent markers. Although Japanese is resource-rich,…

Computation and Language · Computer Science 2025-09-26 Yotaro Kubo , Richard Sproat , Chihiro Taguchi , Llion Jones

Characteristics extracted from the training datasets of classification problems have proven to be effective predictors in a number of meta-analyses. Among them, measures of classification complexity can be used to estimate the difficulty in…

Machine Learning · Computer Science 2021-01-01 Ana C. Lorena , Luís P. F. Garcia , Jens Lehmann , Marcilio C. P. Souto , Tin K. Ho

Since the rise of large language models (LLMs), the domain adaptation has been one of the hot topics in various domains. Many medical LLMs trained with English medical dataset have made public recently. However, Japanese LLMs in medical…

Computation and Language · Computer Science 2024-06-24 Issey Sukeda , Risa Kishikawa , Satoshi Kodera

Japan is a unique country with a distinct cultural heritage, which is reflected in billions of historical documents that have been preserved. However, the change in Japanese writing system in 1900 made these documents inaccessible for the…

Computation and Language · Computer Science 2021-06-15 Alex Lamb , Tarin Clanuwat , Siyu Han , Mikel Bober-Irizar , Asanobu Kitamoto

Multiword expressions (MWEs) represent lexemes that should be treated as single lexical units due to their idiosyncratic nature. Multiple NLP applications have been shown to benefit from MWE identification, however the research on lexical…

Computation and Language · Computer Science 2020-05-13 Ekaterina Kochmar , Sian Gooding , Matthew Shardlow

Generating coherent, grammatically correct, and meaningful text is very challenging, however, it is crucial to many modern NLP systems. So far, research has mostly focused on English language, for other languages both standardized datasets,…

Computation and Language · Computer Science 2020-05-07 Zein Shaheen , Gerhard Wohlgenannt , Bassel Zaity , Dmitry Mouromtsev , Vadim Pak

Multi-stroke characters in scripts such as Chinese and Japanese can be highly complex, posing significant challenges for both native speakers and, especially, non-native learners. If these characters can be simplified without degrading…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Ryo Ishiyama , Shinnosuke Matsuo , Seiichi Uchida

When learning a second language (L2), one of the most important but tedious components that often demoralizes students with its ineffectiveness and inefficiency is vocabulary acquisition, or more simply put, memorizing words. In light of…

Computation and Language · Computer Science 2021-12-30 Jamin Shin , Juneyoung Park