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Yahya Emara

2 accepted papers

2025

Language Models over Canonical Byte-Pair Encodings

ICML 2025poster

Modern language models represent probability distributions over character strings as distributions over (shorter) token strings derived via a deterministic tokenizer, such as byte-pair encoding. While this approach is highly effective at scaling up language models to large corpora, its current incar…

Cited by 0SourcePDFScholar
2025

Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo

ICLR 2025oral

A wide range of LM applications require generating text that conforms to syntactic or semantic constraints. Imposing such constraints can be naturally framed as _probabilistic conditioning_, but exact generation from the resulting distribution—which can differ substantially from the LM’s base distri…