Can an LLM Reason Like a Lawyer? Benchmarking the ability of LLMs to map the facts of a case to the elements of the applicable legal rule

Shounak Paul, Seungeon Lee, Christoph Engel, Krishna Gummadi

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

Length Generalization for Transformers via Compression

Refining C-RASP via compressed strings yields polynomial transformer length generalization bounds for tasks with compressed-string solutions.

Georg Zetzsche, Hongjian Jiang, Andy J Yang, Pascal Bergsträßer and 3 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

GeoX: Mastering Geospatial Reasoning Through Self-Play and Verifiable Rewards

GeoX acquires geospatial reasoning via self-play with executable programs and verifiable rewards, improving base VLMs up to 5.5 points without large-scale human-curated data.

Kyeongjin Ahn, Seungeon Lee, Krishna Gummadi, Meeyoung Cha

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026