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Sentiment Analysis (Ranking) on Yelp

0.915Spearman's Rhoprob-weighted EV (M2)
0.776680.812590.84850.88441May 15, 2026

Evaluation results

MethodLinks
prob-weighted EV (M2)Model=Llama-3.1-8B2026.050.915
prob-weighted EV (M2)Model=Qwen2.5-14B2026.050.915
prob-weighted EV (M2)Model=Gemma-3-27B2026.050.915
prob-weighted EV (M2)Model=Gemma-3-12B2026.050.914
prompted argmax (M1)Model=Gemma-3-27B2026.050.907
prob-weighted EV (M2)Model=Qwen2.5-7B2026.050.904
prompted argmax (M1)Model=Llama-3.1-8B2026.050.904
prompted argmax (M1)Model=Gemma-3-12B2026.050.901
supervised residual probe (M3)Model=Gemma-3-27B2026.050.899
supervised residual probe (M3)Model=Llama-3.1-8B2026.050.896
zero-shot BDAS-1D (M4)Model=Qwen2.5-7B2026.050.888
prompted argmax (M1)Model=Qwen2.5-7B2026.050.883
supervised residual probe (M3)Model=Gemma-3-12B2026.050.882
prompted argmax (M1)Model=Qwen2.5-14B2026.050.881
supervised residual probe (M3)Model=Qwen2.5-14B2026.050.872
supervised residual probe (M3)Model=Qwen2.5-7B2026.050.867
zero-shot BDAS-1D (M4)Model=Gemma-3-27B2026.050.866
zero-shot BDAS-1D (M4)Model=Gemma-3-12B2026.050.839
zero-shot BDAS-1D (M4)Model=Qwen2.5-14B2026.050.805
zero-shot BDAS-1D (M4)Model=Llama-3.1-8B2026.050.782