Researchers have developed FreezeEmpath, a novel method for training empathetic spoken chatbots. This approach efficiently trains chatbots by keeping the core large language model parameters frozen, thus avoiding catastrophic forgetting and degradation of general capabilities. FreezeEmpath utilizes existing speech instruction data and speech emotion recognition data, outperforming other models in empathetic dialogue, speech emotion recognition, and spoken question-answering tasks. AI
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RANK_REASON The submission describes an academic paper detailing a new method for training AI models.