The CogBiasESC dataset and CoPoLLM framework enable LLMs to diagnose cognitive distortions and apply interventions in emotional support conversations, outperforming baselines on accuracy, effectiveness, and safety.
The combined plot shows a crossover point around 30k iterations where reward gain began to outpace loss vari- ance
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Cognitive Policy-Driven LLM for Diagnosis and Intervention of Cognitive Distortions in Emotional Support Conversation
The CogBiasESC dataset and CoPoLLM framework enable LLMs to diagnose cognitive distortions and apply interventions in emotional support conversations, outperforming baselines on accuracy, effectiveness, and safety.