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cs.CL2026
Left-Branching Transformers Excel at Right-Branching Languages: Data Shapes Word Order Preferences in Language Models
Varvara Arzt, Allan Hanbury, Terra Blevins
We systematically compare word order preferences in decoder-only language models across 192 artificial languages and typologically diverse natural languages. On artificial language…
cs.IR2026
The LLM Effect on IR Benchmarks: A Meta-Analysis of Effectiveness, Baselines, and Contamination
Moritz Staudinger, Wojciech Kusa, Allan Hanbury
Benchmark collections have long enabled controlled comparison and cumulative progress in Information Retrieval (IR). However, prior meta-analyses have shown that reported effective…