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Policy alignment of large language models refers to constrained policy optimization, where the policy is optimized to maximize a reward while staying close to a reference policy with respect to an $f$-divergence such as the $\mathsf{KL}$…

Machine Learning · Computer Science 2024-06-11 Youssef Mroueh

Code-mixed discourse combines multiple languages in a single text. It is commonly used in informal discourse in countries with several official languages, but also in many other countries in combination with English or neighboring…

Computation and Language · Computer Science 2025-04-16 Anjali Yadav , Tanya Garg , Matej Klemen , Matej Ulcar , Basant Agarwal , Marko Robnik Sikonja

Current large language models (LLMs) generally show a significant performance gap in alignment between English and other languages. To bridge this gap, existing research typically leverages the model's responses in English as a reference to…

Computation and Language · Computer Science 2025-09-16 Xue Zhang , Yunlong Liang , Fandong Meng , Songming Zhang , Yufeng Chen , Jinan Xu , Jie Zhou

We compare several language models for the word-ordering task and propose a new bag-to-sequence neural model based on attention-based sequence-to-sequence models. We evaluate the model on a large German WMT data set where it significantly…

Computation and Language · Computer Science 2017-08-08 Eva Hasler , Felix Stahlberg , Marcus Tomalin , Adri`a de Gispert , Bill Byrne

Groundbreaking inventions and highly significant performance improvements in deep learning based Natural Language Processing are witnessed through the development of transformer based large Pre-trained Language Models (PLMs). The wide…

Computation and Language · Computer Science 2024-03-12 Anoop Kadan , Deepak P. , Sahely Bhadra , Manjary P. Gangan , Lajish V. L

Numerous studies have demonstrated the ability of neural language models to learn various linguistic properties without direct supervision. This work takes an initial step towards exploring the less researched topic of how neural models…

Computation and Language · Computer Science 2023-10-25 Lina Conti , Guillaume Wisniewski

Understanding the alignment between large language models (LLMs) and human brain activity can reveal computational principles underlying language processing. We introduce a fine-grained input attribution method to identify the specific…

Computation and Language · Computer Science 2025-10-15 Michela Proietti , Roberto Capobianco , Mariya Toneva

Most recent approaches to bilingual dictionary induction find a linear alignment between the word vector spaces of two languages. We show that projecting the two languages onto a third, latent space, rather than directly onto each other,…

Computation and Language · Computer Science 2020-01-09 Yova Kementchedjhieva , Sebastian Ruder , Ryan Cotterell , Anders Søgaard

We conceptualize the process of understanding as information compression, and propose a method for ranking large language models (LLMs) based on lossless data compression. We demonstrate the equivalence of compression length under…

Artificial Intelligence · Computer Science 2024-06-21 Peijia Guo , Ziguang Li , Haibo Hu , Chao Huang , Ming Li , Rui Zhang

The performance of Large Language Models (LLMs) is significantly sensitive to the contextual position of information in the input. To investigate the mechanism behind this positional bias, our extensive experiments reveal a consistent…

Computation and Language · Computer Science 2025-08-08 Zihao Yi , Delong Zeng , Zhenqing Ling , Haohao Luo , Zhe Xu , Wei Liu , Jian Luan , Wanxia Cao , Ying Shen

Neural dependency parsing has achieved remarkable performance for low resource morphologically rich languages. It has also been well-studied that morphologically rich languages exhibit relatively free word order. This prompts a fundamental…

Computation and Language · Computer Science 2025-07-22 Pretam Ray , Jivnesh Sandhan , Amrith Krishna , Pawan Goyal

Information design is typically studied through the lens of Bayesian signaling, where signals shape beliefs purely based on their correlation with the true state of the world. However, behavioral economics and psychology emphasize that…

Computer Science and Game Theory · Computer Science 2026-03-05 Paul Duetting , Safwan Hossain , Tao Lin , Renato Paes Leme , Sai Srivatsa Ravindranath , Haifeng Xu , Song Zuo

Recent research on information visualization has shown how individual differences act as a mediator on how users interact with visualization systems. We focus our exploratory study on whether personality has an effect on user preferences…

Human-Computer Interaction · Computer Science 2020-09-08 Tomás Alves , Bárbara Ramalho , Joana Henriques-Calado , Daniel Gonçalves , Sandra Gama

In recent years great success has been achieved in sentiment classification for English, thanks in part to the availability of copious annotated resources. Unfortunately, most languages do not enjoy such an abundance of labeled data. To…

Computation and Language · Computer Science 2018-08-21 Xilun Chen , Yu Sun , Ben Athiwaratkun , Claire Cardie , Kilian Weinberger

Visualizations today are used across a wide range of languages and cultures. Yet the extent to which language impacts how we reason about data and visualizations remains unclear. In this paper, we explore the intersection of visualization…

Human-Computer Interaction · Computer Science 2023-10-04 Noëlle Rakotondravony , Yiren Ding , Lane Harrison

Automatic grading models are valued for the time and effort saved during the instruction of large student bodies. Especially with the increasing digitization of education and interest in large-scale standardized testing, the popularity of…

Computation and Language · Computer Science 2022-11-21 Anna Filighera , Sebastian Ochs , Tim Steuer , Thomas Tregel

System 2 reasoning is one of the defining characteristics of intelligence, which requires slow and logical thinking. Human conducts System 2 reasoning via the language of thoughts that organizes the reasoning process as a causal sequence of…

Computation and Language · Computer Science 2025-05-20 Chenxi Liu , Yongqiang Chen , Tongliang Liu , James Cheng , Bo Han , Kun Zhang

The sound inventories of the world's languages self-organize themselves giving rise to similar cross-linguistic patterns. In this work we attempt to capture this phenomenon of self-organization, which shapes the structure of the consonant…

Physics and Society · Physics 2007-09-18 Animesh Mukherjee , Monojit Choudhury , Anupam Basu , Niloy Ganguly

The World Wide Web has grown so big, in such an anarchic fashion, that it is difficult to describe. One of the evident intrinsic characteristics of the World Wide Web is its multilinguality. Here, we present a technique for estimating the…

Computation and Language · Computer Science 2021-08-23 Gregory Grefenstette , Julien Nioche

It is often stated that human languages, as other biological systems, are shaped by cost-cutting pressures but, to what extent? Attempts to quantify the degree of optimality of languages by means of an optimality score have been scarce and…

Computation and Language · Computer Science 2022-05-11 Ramon Ferrer-i-Cancho , Carlos Gómez-Rodríguez , Juan Luis Esteban , Lluís Alemany-Puig