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README.md

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 # IPA CHILDES Models: Tiny
 
-Phoneme-based GPT-2 models trained on all 31 sections of the [IPA-CHILDES](https://huggingface.co/datasets/phonemetransformers/IPA-CHILDES) dataset for the paper [BabyLM's First Words: Word Segmentation as a Phonological Probing Task]().
+Phoneme-based GPT-2 models trained on all 31 sections of the [IPA-CHILDES](https://huggingface.co/datasets/phonemetransformers/IPA-CHILDES) dataset for the paper [BabyLM's First Words: Word Segmentation as a Phonological Probing Task](https://arxiv.org/abs/2504.03338).
 
 The models have 600k non-embedding parameters and were trained on 100k tokens of their language. They were evaluated for phonological knowledge using the *word segmentation* task. Check out the paper for more details. Training and analysis scripts can be found [here](https://github.com/codebyzeb/PhonemeTransformers).