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Email Writing on Email Writing (Strong User)

0.2406Mean Total Edit DistanceEarlyEnsemble
0.2297920.3027460.37570.448654Jan 27, 2026

Evaluation results

MethodLinks
EarlyEnsembleTest-time User Model=Llama-3.3-70B-Instruct, Online learning phase=true2026.010.2406
DPOTest-time User Model=Llama-3.3-70B-Instruct, Online learning phase=true2026.010.2955
LateEnsembleTest-time User Model=Llama-3.3-70B-Instruct, Online learning phase=true2026.010.3123
DPOUser LLM=Qwen-3 32B, Seeds=3, Learning Phase=Online2026.010.3365
SFTTest-time User Model=Llama-3.3-70B-Instruct, Online learning phase=true2026.010.3377
EarlyEnsembleUser LLM=Qwen-3 32B, Seeds=3, Learning Phase=Online2026.010.3438
SFTUser LLM=Qwen-3 32B, Seeds=3, Learning Phase=Online2026.010.4159
LateEnsembleUser LLM=Qwen-3 32B, Seeds=3, Learning Phase=Online2026.010.4202
BaseTest-time User Model=Llama-3.3-70B-Instruct, Online learning phase=true2026.010.4241
BaseUser LLM=Qwen-3 32B, Seeds=3, Learning Phase=Online2026.010.5108