Grammar or rules
Transduced LM
resampling with finite state machine character for such as DNA sequence (bulk generation)
openreview.net
https://openreview.net/pdf?id=qOyF214xmg
constrained decoding
Logically Constrained Decoding
Franklin Ma, Alan J. Hu. Proceedings of The 3rd Workshop on Mathematical Natural Language Processing (MathNLP 2025). 2025.
https://aclanthology.org/2025.mathnlp-main.11/
aclanthology.org
https://aclanthology.org/2025.emnlp-industry.32.pdf
Grammar-Constrained Decoding Makes Large Language Models Better Logical Parsers
Federico Raspanti, Tanir Ozcelebi, Mike Holenderski. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track). 2025.
https://aclanthology.org/2025.acl-industry.34/

Seonglae Cho