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Response Selection on PersonaMem

64.36AccuracyTALLRec
45.931250.715655.560.2844Jan 8, 2026

Evaluation results

MethodLinks
TALLRecInference Setting=Direct Full-history Sequence Models w/o Preference Inference2026.0164.36
GPT-OSS-20BInference Setting=Full-history Preference Inference2026.0161.74
DeepSeek-R1-671BInference Setting=Full-history Preference Inference2026.0161.44
Qwen3-8Bnon-thinkingInference Setting=Direct Full-history Sequence Models w/o Preference Inference2026.0161.4
DeepSeek-R1-671BInference Setting=Streaming Preference Inference2026.0158.96
ALIGNXPLORE+Inference Setting=Full-history Preference Inference2026.0158.08
Qwen3-32BthinkingInference Setting=Full-history Preference Inference2026.0157.36
GPT-OSS-20BInference Setting=Streaming Preference Inference2026.0154.82
ALIGNXPLORE+Inference Setting=Streaming Preference Inference2026.0154.58
Qwen3-8BthinkingInference Setting=Full-history Preference Inference2026.0154.36
ALIGNXPLOREInference Setting=Full-history Preference Inference2026.0153.98
Qwen3-32BthinkingInference Setting=Streaming Preference Inference2026.0153.26
Qwen3-8BthinkingInference Setting=Streaming Preference Inference2026.0151.68
DS-R1-Distill-Qwen-7BInference Setting=Full-history Preference Inference2026.0149.28
ALIGNXPLOREInference Setting=Streaming Preference Inference2026.0148.42
DS-R1-Distill-Qwen-7BInference Setting=Streaming Preference Inference2026.0146.64