@inproceedings{nowak-cotterell-2023-fast,
title = "A Fast Algorithm for Computing Prefix Probabilities",
author = "Nowak, Franz and
Cotterell, Ryan",
editor = "Rogers, Anna and
Boyd-Graber, Jordan and
Okazaki, Naoaki",
booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)",
month = jul,
year = "2023",
address = "Toronto, Canada",
publisher = "Association for Computational Linguistics",
url = "https://preview.aclanthology.org/jlcl-multiple-ingestion/2023.acl-short.6/",
doi = "10.18653/v1/2023.acl-short.6",
pages = "57--69",
abstract = "Multiple algorithms are known for efficiently calculating the prefix probability of a string under a probabilistic context-free grammar (PCFG). Good algorithms for the problem have a runtime cubic in the length of the input string. However, some proposed algorithms are suboptimal with respect to the size of the grammar. This paper proposes a new speed-up of Jelinek and Lafferty`s (1991) algorithm, which runs in $O(n^3|N|^3 + |N|^4)$, where n is the input length and |N| is the number of non-terminals in the grammar. In contrast, our speed-up runs in $O(n^2|N|^3 + n^3|N|^2)$."
}
Markdown (Informal)
[A Fast Algorithm for Computing Prefix Probabilities](https://preview.aclanthology.org/jlcl-multiple-ingestion/2023.acl-short.6/) (Nowak & Cotterell, ACL 2023)
ACL
- Franz Nowak and Ryan Cotterell. 2023. A Fast Algorithm for Computing Prefix Probabilities. In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 57–69, Toronto, Canada. Association for Computational Linguistics.