2025
Explaining Length Bias in LLM-Based Preference Evaluations
EMNLP 2025
The use of large language models (LLMs) as judges, particularly in preference comparisons, has become widespread, but this reveals a notable bias towards longer responses, undermining the reliability of such evaluations. To better understand such bias, we propose to decompose the preference evaluati