Beyond Tokenization: Direct Timestep Embedding and Contrastive Alignment for Time-Series Question Answering

Yafeng Wu, Huu Hiep Nguyen, Thin Nguyen +1

Recent advances in large language models (LLMs) have given rise to time-series question answering (TSQA), which formulates time-series analysis as natural-language question answeri…