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Recent frontier models employ long chain-of-thought reasoning to explore solution spaces in context and achieve stonger performance. While many works study distillation to build smaller yet capable models, most focus on English and little…

Structured language models for speech recognition have been shown to remedy the weaknesses of n-gram models. All current structured language models are, however, limited in that they do not take into account dependencies between…

Computation and Language · Computer Science 2007-05-23 Rens Bod

Syntax is a latent hierarchical structure which underpins the robust and compositional nature of human language. In this work, we explore the hypothesis that syntactic dependencies can be represented in language model attention…

Computation and Language · Computer Science 2023-10-24 Jasper Jian , Siva Reddy

Recent directions for offensive language detection are hierarchical modeling, identifying the type and the target of offensive language, and interpretability with offensive span annotation and prediction. These improvements are focused on…

Computation and Language · Computer Science 2022-11-08 Younghoon Jeong , Juhyun Oh , Jaimeen Ahn , Jongwon Lee , Jihyung Moon , Sungjoon Park , Alice Oh

We describe a resource-based method of morphological annotation of written Korean text. Korean is an agglutinative language. The output of our system is a graph of morphemes annotated with accurate linguistic information. The language…

Computation and Language · Computer Science 2007-11-22 Hyun-Gue Huh , Eric Laporte

We aim to provide an explanation for how the human brain might connect words for sentence formation. A novel approach to modeling syntactic representation is introduced, potentially showing the existence of universal syntactic structures…

Computation and Language · Computer Science 2024-02-06 Min K. Kim , Hafu Takero , Sara Fedovik

The intricate hierarchical structure of syntax is fundamental to the intricate and systematic nature of human language. This study investigates the premise that language models, specifically their attention distributions, can encapsulate…

Computation and Language · Computer Science 2023-12-27 Buvarp Gohsh , Woods Ali , Anders Michael

Large language models (LLMs) trained on massive corpora demonstrate impressive capabilities in a wide range of tasks. While there are ongoing efforts to adapt these models to languages beyond English, the attention given to their evaluation…

Computation and Language · Computer Science 2024-03-21 Guijin Son , Hanwool Lee , Suwan Kim , Huiseo Kim , Jaecheol Lee , Je Won Yeom , Jihyu Jung , Jung Woo Kim , Songseong Kim

The paper presents a language model that develops syntactic structure and uses it to extract meaningful information from the word history, thus enabling the use of long distance dependencies. The model assigns probability to every joint…

Computation and Language · Computer Science 2007-05-23 Ciprian Chelba , Frederick Jelinek

The order of `noun and adposition' is the important parameter of word ordering rules in the world's languages. The seven parameters, `adverb and verb' and others, have a strong dependence on the `noun and adposition'. Japanese as well as…

Adaptation and Self-Organizing Systems · Physics 2009-09-25 Yoshiaki Itoh , Sumie Ueda

The Korean wave, which denotes the global popularity of South Korea's cultural economy, contributes to the increasing demand for the Korean language. However, as there does not exist any application for foreigners to learn Korean, this…

Computation and Language · Computer Science 2022-05-05 Minjong Cheon , Minseon Kim , Hanseon Joo

We present a method for classifying syntactic errors in learner language, namely errors whose correction alters the morphosyntactic structure of a sentence. The methodology builds on the established Universal Dependencies syntactic…

Computation and Language · Computer Science 2020-10-28 Leshem Choshen , Dmitry Nikolaev , Yevgeni Berzak , Omri Abend

Prior work has shown that structural supervision helps English language models learn generalizations about syntactic phenomena such as subject-verb agreement. However, it remains unclear if such an inductive bias would also improve language…

Computation and Language · Computer Science 2021-09-24 Yiwen Wang , Jennifer Hu , Roger Levy , Peng Qian

Targeted syntactic evaluations have demonstrated the ability of language models to perform subject-verb agreement given difficult contexts. To elucidate the mechanisms by which the models accomplish this behavior, this study applies causal…

Computation and Language · Computer Science 2021-06-23 Matthew Finlayson , Aaron Mueller , Sebastian Gehrmann , Stuart Shieber , Tal Linzen , Yonatan Belinkov

Large Language Models (LLMs) demonstrate strong mathematical problem-solving abilities but frequently fail on problems that deviate syntactically from their training distribution. We identify a systematic failure mode, syntactic blind…

Computation and Language · Computer Science 2025-10-03 Dane Williamson , Yangfeng Ji , Matthew Dwyer

Large language models (LLMs) have demonstrated remarkable performance in the legal domain, with GPT-4 even passing the Uniform Bar Exam in the U.S. However their efficacy remains limited for non-standardized tasks and tasks in languages…

Computation and Language · Computer Science 2024-10-14 Yeeun Kim , Young Rok Choi , Eunkyung Choi , Jinhwan Choi , Hai Jin Park , Wonseok Hwang

With the development of pre-trained models and the incorporation of phonetic and graphic information, neural models have achieved high scores in Chinese Spelling Check (CSC). However, it does not provide a comprehensive reflection of the…

Computation and Language · Computer Science 2023-07-26 Xunjian Yin , Xiaojun Wan

As language models are often deployed as chatbot assistants, it becomes a virtue for models to engage in conversations in a user's first language. While these models are trained on a wide range of languages, a comprehensive evaluation of…

Computation and Language · Computer Science 2024-06-18 Seongbo Jang , Seonghyeon Lee , Hwanjo Yu

This paper has three aims: (1) to generalize a computational account of the discourse process called {\sc centering}, (2) to apply this account to discourse processing in Japanese so that it can be used in computational systems for machine…

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

Word order variances generally exist in different languages. In this paper, we hypothesize that cross-lingual models that fit into the word order of the source language might fail to handle target languages. To verify this hypothesis, we…

Computation and Language · Computer Science 2020-12-09 Zihan Liu , Genta Indra Winata , Samuel Cahyawijaya , Andrea Madotto , Zhaojiang Lin , Pascale Fung