João Loula
joaoloula.bsky.social
João Loula
@joaoloula.bsky.social
PhD student @probcompproj and @MITCoCoSci, working on scaling data science using probabilistic programming.
Correction: poster number is 634 :)
April 26, 2025 at 1:21 AM
Come find us at #ICLR this Saturday

Oral: 4:30pm (Garnet 213-215, session 6B)
Poster: 10am-12:30pm #634 (Hall 2B)
iclr.cc/virtual/2025...
ICLR 2025 Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo OralICLR 2025
iclr.cc
April 25, 2025 at 7:35 PM
- Cast controlled generation as an inference problem, with the LM as a prior and verifiers and scorers as likelihood
- Use Sequential Monte Carlo to sample from the resulting posterior

Library w/ tutorials for setting up your own controlled generation inference problems: github.com/genlm/genlm-...
GitHub - genlm/genlm-control: Controlled text generation with programmable constraints.
Controlled text generation with programmable constraints. - genlm/genlm-control
github.com
April 25, 2025 at 7:35 PM