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20232026
most citedFindings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora

72 citations · 77 across the 17 of their papers we have counts for

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Showing 2025 · cs.CLShow all

7 papers · 2 filters

cs.CL2025

What Do Prosody and Text Convey? Characterizing How Meaningful Information is Distributed Across Multiple Channels

Aditya Yadavalli, Tiago Pimentel, Tamar I Regev +2

Prosody -- the melody of speech -- conveys critical information often not captured by the words or text of a message. In this paper, we propose an information-theoretic approach to…

cs.CL2025

Modeling Bottom-up Information Quality during Language Processing

Cui Ding, Yanning Yin, Lena A. Jäger +1

Contemporary theories model language processing as integrating both top-down expectations and bottom-up inputs. One major prediction of such models is that the quality of the botto…

cs.CL2025

The Harmonic Structure of Information Contours

Eleftheria Tsipidi, Samuel Kiegeland, Franz Nowak +5

The uniform information density (UID) hypothesis proposes that speakers aim to distribute information evenly throughout a text, balancing production effort and listener comprehensi…

cs.CL2025

Using Information Theory to Characterize Prosodic Typology: The Case of Tone, Pitch-Accent and Stress-Accent

Ethan Gotlieb Wilcox, Cui Ding, Giovanni Acampa +3

This paper argues that the relationship between lexical identity and prosody -- one well-studied parameter of linguistic variation -- can be characterized using information theory.…

cs.CL2025★ 72 cited

Findings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora

Alex Warstadt, Aaron Mueller, Leshem Choshen +8

Children can acquire language from less than 100 million words of input. Large language models are far less data-efficient: they typically require 3 or 4 orders of magnitude more d…

cs.CL2025

The time scale of redundancy between prosody and linguistic context

Tamar I. Regev, Chiebuka Ohams, Shaylee Xie +5

In spoken communication, information is transmitted not only via words, but also through a rich array of non-verbal signals, including prosody--the non-segmental auditory features…

cs.CL2025

BabyLM Turns 3: Call for papers for the 2025 BabyLM workshop

Lucas Charpentier, Leshem Choshen, Ryan Cotterell +11

BabyLM aims to dissolve the boundaries between cognitive modeling and language modeling. We call for both workshop papers and for researchers to join the 3rd BabyLM competition. As…