Extracting Multi-Word Expressions Representing Technical Terms and Proper Nouns in Log Messages
Kilian Dangendorf, Sven-Ove Hänsel, Jannik Rosendahl, Felix Heine, Carsten Kleiner, Christian Wartena
Abstract
IT-systems generate log messages containing important information about the system’s health. To gather information about system entities, we extract technical terms and proper nouns as multi-word expressions (MWEs) from a wide range of log messages from 16 different real systems. We apply Gries’ information-theoretic approach which iteratively calculates the best MWE candidates using an eight-dimensional ranking method. These candidates are evaluated in an annotation study, achieving a precision of 66 %. This value is significantly higher than evaluations on general-purpose texts, demonstrating the higher occurrence of compound technical terms and proper nouns in log messages. The MWEs found can be used to reduce the number of nodes in a system behavior graph while increasing the information density of the nodes.- Anthology ID:
- 2026.mwe-1.7
- Volume:
- Proceedings of the 22nd Workshop on Multiword Expressions (MWE 2026)
- Month:
- March
- Year:
- 2026
- Address:
- Rabat, Marocco
- Editors:
- Atul Kr. Ojha, Verginica Barbu Mititelu, Mathieu Constant, Ivelina Stoyanova, A. Seza Doğruöz, Alexandre Rademaker
- Venues:
- MWE | WS
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 61–65
- Language:
- URL:
- https://preview.aclanthology.org/ingest-eacl/2026.mwe-1.7/
- DOI:
- Cite (ACL):
- Kilian Dangendorf, Sven-Ove Hänsel, Jannik Rosendahl, Felix Heine, Carsten Kleiner, and Christian Wartena. 2026. Extracting Multi-Word Expressions Representing Technical Terms and Proper Nouns in Log Messages. In Proceedings of the 22nd Workshop on Multiword Expressions (MWE 2026), pages 61–65, Rabat, Marocco. Association for Computational Linguistics.
- Cite (Informal):
- Extracting Multi-Word Expressions Representing Technical Terms and Proper Nouns in Log Messages (Dangendorf et al., MWE 2026)
- PDF:
- https://preview.aclanthology.org/ingest-eacl/2026.mwe-1.7.pdf