Spoken dialogue systems struggle with end-turn detection (ETD) - the ability to distinguish between user turn completion and hesitation.The ETD Dataset is introduced, which is the first public dataset for end-turn detection.A collaborative inference framework, SpeculativeETD, is proposed to improve real-time ETD in resource-constrained environments.SpeculativeETD significantly improves ETD accuracy while minimizing computation requirements.