An open-source WavLM-plus-connector-plus-LLM pipeline achieves state-of-the-art spoken dialogue state tracking on SpokenWOZ test (34.66% JGA with OLMo-1B, 42.17% with Gemma-2-9B), with detailed ablations.
MultiWOZ 2.1: A Consolidated Multi-Domain Dialogue Dataset with State Corrections and State Tracking Base- lines,
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Approaching Dialogue State Tracking via Aligning Speech Encoders and LLMs
An open-source WavLM-plus-connector-plus-LLM pipeline achieves state-of-the-art spoken dialogue state tracking on SpokenWOZ test (34.66% JGA with OLMo-1B, 42.17% with Gemma-2-9B), with detailed ablations.