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Emotional Support Conversation on ExTES (test)

22.45BLEU-2AFlow
7.94211.708515.47519.2415Feb 9, 2026

Evaluation results

MethodLinks
AFlowCategory=Ours2026.0222.459.159.0524.523.15.121.050.6450.628
Multi AgentCategory=Sim, Values & Empathy2026.0219.89.857.4521.821.14.2519.50.6020.585
EmoDxCategory=Strat & Know.2026.0219.510.17.3521.520.94.3519.10.6080.589
DYN-KnCategory=Strat & Know.2026.0219.210.37.121.120.54.218.80.5950.578
Value ReinfCategory=Sim, Values & Empathy2026.0219.19.96.9520.520.84.1518.50.5950.571
Social SimCategory=Sim, Values & Empathy2026.0218.510.26.820.920.14.117.80.5880.562
IntentESCCategory=Task & Interp2026.0218.210.56.1520.219.53.8516.50.5820.565
ESCoTCategory=Task & Interp2026.0217.511.25.3519.518.83.6515.80.5550.532
Claude 3.5Category=General LLMs2026.0216.5—7.2520.823.54.8523.80.6050.588
GPT-4oCategory=General LLMs2026.0215.8—6.5519.223.84.0521.80.5780.548
KEMICategory=Strat & Know.2026.0215.514.83.2517.515.83.313.50.4950.468
MISCCategory=Strat & Know.2026.0213.815.62.7516.114.52.9511.80.4510.418
BlenderBot-JointCategory=Task & Interp2026.0211.516.52.2516.513.21.756.850.3050.268
MIMECategory=Sim, Values & Empathy2026.029.2—2.115.211.81.357.2——
MoELCategory=Sim, Values & Empathy2026.028.5—1.8514.511.21.256.5——