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Response Generation on HiCUPID

63.9AccuracyDeepSeek-R1-671B
46.344850.902455.4660.0176Jan 8, 2026

Evaluation results

MethodLinks
DeepSeek-R1-671BInference Setting=Full-history Preference Inference2026.0163.9
Qwen3-32BthinkingInference Setting=Full-history Preference Inference2026.0163.44
ALIGNXPLORE+Inference Setting=Full-history Preference Inference2026.0162.42
GPT-OSS-20BInference Setting=Full-history Preference Inference2026.0162
ALIGNXPLORE+Inference Setting=Streaming Preference Inference2026.0160.51
DeepSeek-R1-671BInference Setting=Streaming Preference Inference2026.0160.32
Qwen3-8BthinkingInference Setting=Full-history Preference Inference2026.0160.05
DS-R1-Distill-Qwen-7BInference Setting=Full-history Preference Inference2026.0160.01
GPT-OSS-20BInference Setting=Streaming Preference Inference2026.0159.93
Qwen3-32BthinkingInference Setting=Streaming Preference Inference2026.0159.83
DS-R1-Distill-Qwen-7BInference Setting=Streaming Preference Inference2026.0159.29
Qwen3-8BthinkingInference Setting=Streaming Preference Inference2026.0159.17
ALIGNXPLOREInference Setting=Full-history Preference Inference2026.0153.5
ALIGNXPLOREInference Setting=Streaming Preference Inference2026.0150.34
TALLRecInference Setting=Direct Full-history Sequence Models w/o Preference Inference2026.0147.41
Qwen3-8Bnon-thinkingInference Setting=Direct Full-history Sequence Models w/o Preference Inference2026.0147.02