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Evaluating whether large language models (LLMs) capture the structure of natural language beyond local fluency remains an open challenge. Existing evaluation methods, largely based on task performance or short-context behavior, provide…

计算与语言 · 计算机科学 2026-05-26 Kumiko Tanaka-Ishii

Developments in the educational landscape have spurred greater interest in the problem of automatically scoring short answer questions. A recent shared task on this topic revealed a fundamental divide in the modeling approaches that have…

Linguists and psychologists have long been studying cross-linguistic transfer, the influence of native language properties on linguistic performance in a foreign language. In this work we provide empirical evidence for this process in the…

计算与语言 · 计算机科学 2016-03-25 Yevgeni Berzak , Roi Reichart , Boris Katz

Are large language models (LLMs) sensitive to the distinction between humanly possible and impossible languages? This question was recently used in a broader debate on whether LLMs and humans share the same innate learning biases. Previous…

计算与语言 · 计算机科学 2026-04-01 Imry Ziv , Nur Lan , Emmanuel Chemla

The surge in digitized text data requires reliable inferential methods on observed textual patterns. This article proposes a novel two-sample text test for comparing similarity between two groups of documents. The hypothesis is whether the…

机器学习 · 统计学 2025-05-09 Jingbin Xu , Chen Qian , Meimei Liu , Feng Guo

The rapid advancements in large language models (LLMs) have significantly improved their ability to generate natural language, making texts generated by LLMs increasingly indistinguishable from human-written texts. Recent research has…

计算与语言 · 计算机科学 2024-12-05 Sergio E. Zanotto , Segun Aroyehun

Large Language Models have demonstrated impressive reasoning capabilities across multiple languages. However, the relationship between capabilities in different languages is less explored. In this work, we decompose the process of reasoning…

计算与语言 · 计算机科学 2025-03-04 Peng Hu , Sizhe Liu , Changjiang Gao , Xin Huang , Xue Han , Junlan Feng , Chao Deng , Shujian Huang

Large language models (LLMs) have led to a surge in collaborative writing with model assistance. As different users incorporate suggestions from the same model, there is a risk of decreased diversity in the produced content, potentially…

计算与语言 · 计算机科学 2024-07-02 Vishakh Padmakumar , He He

A fundamental result in psycholinguistics is that less predictable words take a longer time to process. One theoretical explanation for this finding is Surprisal Theory (Hale, 2001; Levy, 2008), which quantifies a word's predictability as…

计算与语言 · 计算机科学 2025-04-15 Ethan Gotlieb Wilcox , Tiago Pimentel , Clara Meister , Ryan Cotterell , Roger P. Levy

We introduce a method to measure uncertainty in large language models. For tasks like question answering, it is essential to know when we can trust the natural language outputs of foundation models. We show that measuring uncertainty in…

计算与语言 · 计算机科学 2023-04-18 Lorenz Kuhn , Yarin Gal , Sebastian Farquhar

Output diversity is crucial for Large Language Models as it underpins pluralism and creativity. In this work, we reveal that controlling the language used during model thinking-the language of thought-provides a novel and structural source…

计算与语言 · 计算机科学 2026-04-17 Shaoyang Xu , Wenxuan Zhang

Natural language generation (NLG) is a process within artificial intelligence where computer systems produce human-comprehensible language texts from information. English as a foreign language (EFL) students' use of NLG tools might…

计算机与社会 · 计算机科学 2023-06-02 David James Woo , Yanzhi Wang , Hengky Susanto , Kai Guo

Uncertainty is an important concept in physics laboratory instruction. However, little work has examined how students reason about uncertainty beyond the introductory (intro) level. In this work we aimed to compare intro and beyond-intro…

物理教育 · 物理学 2023-10-26 Emily M. Stump , Mark Hughes , Gina Passante , N. G. Holmes

The distribution of frequency counts of distinct words by length in a language's vocabulary will be analyzed using two methods. The first, will look at the empirical distributions of several languages and derive a distribution that…

计算与语言 · 计算机科学 2012-07-17 Reginald D. Smith

Multilingual Large Language Models (mLLMs) leaderboards report per-language accuracy but rarely explain why disparities emerge, leaving systemic biases unattributed and offering practitioners no actionable levers. We first establish that…

计算与语言 · 计算机科学 2026-05-28 Manan Uppadhyay , Prashant Kodali , Pranjal Chitale , Reshma Ramaprasad , Himanshu Beniwal , Sunayana Sitaram

In Shannon's seminal paper, entropy of printed English, treated as a stationary stochastic process, was estimated to be roughly 1 bit per character. However, considered as a means of communication, language differs considerably from its…

计算与语言 · 计算机科学 2025-08-13 Doron Sivan , Misha Tsodyks

This study evaluates Large Language Models' (LLMs) ability to simulate non-native-like English use observed in human second language (L2) learners interfered with by their native first language (L1). In dialogue-based interviews, we prompt…

计算与语言 · 计算机科学 2025-02-21 Rena Gao , Xuetong Wu , Tatsuki Kuribayashi , Mingrui Ye , Siya Qi , Carsten Roever , Yuanxing Liu , Zheng Yuan , Jey Han Lau

Information forms the basis for all human behavior, including the ubiquitous decision-making that people constantly perform in their every day lives. It is thus the mission of researchers to understand how humans process information to…

计算与语言 · 计算机科学 2019-03-06 Nicolas Pröllochs , Stefan Feuerriegel , Dirk Neumann

English is widely used as a lingua franca in scholarly communication, yet preserving local languages is vital to reaching a broader audience. Disseminating research in multiple languages can help ensure equitable access, a responsibility…

数字图书馆 · 计算机科学 2025-02-28 Faizhal Arif Santosa , Barbara S. Lancho Barrantes

Social media enables the rapid spread of many kinds of information, from memes to social movements. However, little is known about how information crosses linguistic boundaries. We apply causal inference techniques on the European Twitter…

社会与信息网络 · 计算机科学 2023-04-11 Julia Mendelsohn , Sayan Ghosh , David Jurgens , Ceren Budak