BabyBabelLM: A Multilingual Benchmark of Developmentally Plausible Training Data

We present BabyBabelLM, a multilingual collection of datasets modeling the language a person observes from birth until they acquire a native language. We curate developmentally plausible pretraining data aiming to cover the equivalent of 100M English words of content in each of 45 languages. We compile evaluation suites and train baseline models in each language. BabyBabelLM aims to facilitate multilingual pretraining and cognitive modeling.

Publication Details

Journal
ArXiv.org
Published
2025-10-11
Primary Topic
Nuclear Structure and Function
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article

BabyBabelLM: A Multilingual Benchmark of Developmentally Plausible Training Data

ArXiv.org
Nuclear Structure and Function
article

BabyBabelLM: A Multilingual Benchmark of Developmentally Plausible Training Data

article en

Abstract

We present BabyBabelLM, a multilingual collection of datasets modeling the language a person observes from birth until they acquire a native language. We curate developmentally plausible pretraining data aiming to cover the equivalent of 100M English words of content in each of 45 languages. We compile evaluation suites and train baseline models in each language. BabyBabelLM aims to facilitate multilingual pretraining and cognitive modeling.

ArXiv.org
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Nuclear Structure and Function
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BabyBabelLM: A Multilingual Benchmark of Developmentally Plausible Training Data · ArXiv.org (2025) | TGRS Research Map | TGRS