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A white noise signal can access any possible configuration of values, though statistically over many samples tends to a uniform spectral distribution, and is highly unlikely to produce intelligible sound. But how unlikely? The probability…

Sound · Computer Science 2024-05-27 Nick Collins

Why do human languages change at some times, and not others? We address this longstanding question from a computational perspective, focusing on the case of sound change. Sound change arises from the pronunciation variability ubiquitous in…

Computation and Language · Computer Science 2015-07-17 James Kirby , Morgan Sonderegger

A recent study (Kuribayashi et al., 2025) has shown that human sentence processing behavior, typically measured on syntactically unchallenging constructions, can be effectively modeled using surprisal from early layers of large language…

Computation and Language · Computer Science 2026-04-21 Tatsuki Kuribayashi , Alex Warstadt , Yohei Oseki , Ethan Gotlieb Wilcox

Counterfactual explanations are widely used to interpret machine learning predictions by identifying minimal changes to input features that would alter a model's decision. However, most existing counterfactual methods have not been tested…

Machine Learning · Computer Science 2026-02-03 Leonidas Christodoulou , Chang Sun

Language models can be persuaded to abandon factual knowledge. This vulnerability is central to AI safety, but its internal mechanism remains poorly understood. We uncover a compact causal mechanism for persuasion-induced factual errors. A…

Artificial Intelligence · Computer Science 2026-05-12 Xiangkun Sun , Lingkai Kong , Aoqi Zhang , Liang Zeng , Tonghan Wang

Creating high-quality and realistic images is now possible thanks to the impressive advancements in image generation. A description in natural language of your desired output is all you need to obtain breathtaking results. However, as the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-15 Giuseppe Cartella , Vittorio Cuculo , Marcella Cornia , Rita Cucchiara

Large Language Models (LLMs) often exhibit sycophantic behavior, agreeing with user-stated opinions even when those contradict factual knowledge. While prior work has documented this tendency, the internal mechanisms that enable such…

Computation and Language · Computer Science 2025-11-13 Keyu Wang , Jin Li , Shu Yang , Zhuoran Zhang , Di Wang

We investigate neural models' ability to capture lexicosyntactic inferences: inferences triggered by the interaction of lexical and syntactic information. We take the task of event factuality prediction as a case study and build a…

Computation and Language · Computer Science 2018-08-21 Aaron Steven White , Rachel Rudinger , Kyle Rawlins , Benjamin Van Durme

The development of machines that {\guillemotleft}talk like us{\guillemotright}, also known as Natural Language Understanding (NLU) systems, is the Holy Grail of Artificial Intelligence (AI), since language is the quintessence of human…

Artificial Intelligence · Computer Science 2023-03-09 Alessandro Lenci

Naturally-occurring bracketings, such as answer fragments to natural language questions and hyperlinks on webpages, can reflect human syntactic intuition regarding phrasal boundaries. Their availability and approximate correspondence to…

Computation and Language · Computer Science 2021-04-30 Tianze Shi , Ozan İrsoy , Igor Malioutov , Lillian Lee

Over the past two decades, numerous studies have demonstrated how less predictable (i.e., higher surprisal) words take more time to read. In general, these studies have implicitly assumed the reading process is purely responsive: Readers…

Computation and Language · Computer Science 2023-07-17 Tiago Pimentel , Clara Meister , Ethan G. Wilcox , Roger Levy , Ryan Cotterell

Humans are surrounded by audio signals that include both speech and non-speech sounds. The recognition and understanding of speech and non-speech audio events, along with a profound comprehension of the relationship between them, constitute…

Sound · Computer Science 2023-12-12 Yuan Gong , Alexander H. Liu , Hongyin Luo , Leonid Karlinsky , James Glass

People reason heuristically in situations resembling inferential puzzles such as Bertrand's box paradox and the Monty Hall problem. The practical significance of that fact for economic decision making is uncertain because a departure from…

Econometrics · Economics 2018-02-27 Fatemeh Borhani , Edward J. Green

In this work we study variance in the results of neural network training on a wide variety of configurations in automatic speech recognition. Although this variance itself is well known, this is, to the best of our knowledge, the first…

Machine Learning · Computer Science 2016-06-15 Ewout van den Berg , Bhuvana Ramabhadran , Michael Picheny

In this article, we introduce a set of methods to naturalize text based on natural human speech. Voice-based interactions provide a natural way of interfacing with electronic systems and are seeing a widespread adaptation of late. These…

Computation and Language · Computer Science 2020-11-10 Richa Sharma , Parth Vipul Shah , Ashwini M. Joshi

Recent theoretical advancement of information density in natural language has brought the following question on desk: To what degree does natural language exhibit periodicity pattern in its encoded information? We address this question by…

Computation and Language · Computer Science 2026-04-27 Yulin Ou , Yu Wang , Yang Xu , Hendrik Buschmeier

Modern language models can imitate complex patterns through few-shot learning, enabling them to complete challenging tasks without fine-tuning. However, imitation can also lead models to reproduce inaccuracies or harmful content if present…

Machine Learning · Computer Science 2024-03-13 Danny Halawi , Jean-Stanislas Denain , Jacob Steinhardt

With the rise of social media, it has become easier to disseminate fake news faster and cheaper, compared to traditional news media, such as television and newspapers. Recently this phenomenon has attracted lot of public attention, because…

Cryptography and Security · Computer Science 2019-11-21 Shahid Alam , Abdulaziz Ravshanbekov

Synthesizing natural head motion to accompany speech for an embodied conversational agent is necessary for providing a rich interactive experience. Most prior works assess the quality of generated head motion by comparing them against a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-27 Trisha Mittal , Zakaria Aldeneh , Masha Fedzechkina , Anurag Ranjan , Barry-John Theobald

Naturalistic recordings capture audio in real-world environments where participants behave naturally without interference from researchers or experimental protocols. Naturalistic long-form recordings extend this concept by capturing…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-24 Jialu Li , Marvin Lavechin , Xulin Fan , Nancy L. McElwain , Alejandrina Cristia , Paola Garcia-Perera , Mark Hasegawa-Johnson
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