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Do LLMs fail in bridging generation?

Natalia Skachkova, Simon Ostermann, Josef van Genabith, and Bernd Kiefer found that large language models mostly fail to generate bridging relations reliably, according to a study published in the Journal for Language Technology and Computational Linguistics, Vol. 38 No. 2, pages 77–95, in July 2025. The authors ran two tasks — generating texts containing bridging and filling in missing bridging spans — and reported that in most cases the models could not use bridging knowledge effectively.

read1 min views5 publishedOct 14, 2026
Do LLMs fail in bridging generation?
Image: Aclanthology (auto-discovered)
Abstract

In this work we investigate whether large language models (LLMs) ‘understand’ bridging relations and can use this knowledge effectively. We present the results obtained from two tasks: generation of texts containing bridging and filling in missing bridging spans. We show that in most of the cases LLMs fail to generate bridging in a reliable way.

- Anthology ID:
- 2025.jlcl-2.5
- Volume:
- Address:
- Editors:
- Venue:
- [JLCL](https://aclanthology.org/venues/jlcl/)
- SIG:
- Publisher:
  • German Society for Computational Linguistics and Language Technology
- Note:
- Pages:
  • 77–95
- Language:
- URL:
- [https://aclanthology.org/2025.jlcl-2.5/](https://aclanthology.org/2025.jlcl-2.5/)
- DOI:
- [10.21248/jlcl.38.2025.286](https://doi.org/10.21248/jlcl.38.2025.286)
- Cite (ACL):
  • Natalia Skachkova, Simon Ostermann, Josef van Genabith, and Bernd Kiefer. 2025. Do LLMs fail in bridging generation? .Journal for Language Technology and Computational Linguistics , 38(2):77–95.
- Cite (Informal):
- [Do LLMs fail in bridging generation?](https://aclanthology.org/2025.jlcl-2.5/) (Skachkova et al., JLCL 2025)
- PDF:
- [https://aclanthology.org/2025.jlcl-2.5.pdf](https://aclanthology.org/2025.jlcl-2.5.pdf)
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