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cs.CL2026
In the Blind: Building Pseudo-References for MT Evaluation
Diptesh Kanojia, Chi-kiu Lo, Archchana Sindhujan +3
The WMT26 General MT task evaluates systems on 10 language pairs that have no human references (neither translated from scratch nor post-edited from MT output by humans). We descri…
cs.CL2026
Dynamically Allocating Evaluation Effort for Model Ranking
Vilém Zouhar, Julia Kreutzer, Alon Lavie +4
While human evaluation is the gold standard in many NLP tasks, it suffers from prohibitive costs and poor scalability. When identifying top-performing models, typical evaluation pr…
cs.AI2026
Simulated Reasoning is Reasoning
Hendrik Kempt, Alon Lavie
Reasoning has long been understood as a pathway between stages of understanding. Proper reasoning leads to understanding of a given subject. This reasoning was conceptualized as a…