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Curriculum learning significantly impacts language model inductive bias, study finds

Researchers investigated how language models learn under curriculum learning (CL), a method where models are trained on simpler inputs before progressing to more complex ones. The study explored whether LMs can reproduce typological tendencies in language, which range from common feature combinations to rare or impossible ones. Findings indicate that CL significantly influences the apparent inductive biases of language models. AI

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IMPACT Investigates how training methodologies like curriculum learning affect language model understanding of linguistic patterns.

RANK_REASON Academic paper on language model learning.

Read on arXiv cs.CL →

COVERAGE [3]

  1. arXiv cs.CL TIER_1 · Nadine El-Naggar, Tatsuki Kuribayashi, Ted Briscoe ·

    What Kind of Language is Easy to Language-Model Under Curriculum Learning?

    arXiv:2604.26844v1 Announce Type: new Abstract: Many of the thousands of attested languages share common configurations of features, creating a spectrum from typologically very rare (e.g., object-verb-subject word order) or impossible languages to very common combinations of feat…

  2. arXiv cs.CL TIER_1 · Ted Briscoe ·

    What Kind of Language is Easy to Language-Model Under Curriculum Learning?

    Many of the thousands of attested languages share common configurations of features, creating a spectrum from typologically very rare (e.g., object-verb-subject word order) or impossible languages to very common combinations of features (e.g., subject-object-verb word order). One…

  3. Hugging Face Daily Papers TIER_1 ·

    What Kind of Language is Easy to Language-Model Under Curriculum Learning?

    Many of the thousands of attested languages share common configurations of features, creating a spectrum from typologically very rare (e.g., object-verb-subject word order) or impossible languages to very common combinations of features (e.g., subject-object-verb word order). One…