Personalized LLM rankings using ELO and Bradley-Terry on 115 users show low correlation with aggregate rankings (BT ρ=0.04), highlighting the need for user-specific benchmarks.
Table 8: HypoGeniC extracted hypotheses for ChatbotArena Conversations user 3820 HypoGenic hypotheses - Arena User 6467
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Personalized Benchmarking: Evaluating LLMs by Individual Preferences
Personalized LLM rankings using ELO and Bradley-Terry on 115 users show low correlation with aggregate rankings (BT ρ=0.04), highlighting the need for user-specific benchmarks.