TSCognition introduces a multimodal benchmark with 41K QA samples across five cognitive reasoning tasks. TSAlign outperforms existing models on TSCognition and TimerBed while reducing computational cost, using patch-level representations and alignment in LLM embedding space.
TSCognition and TSAlign Advance Time Series Reasoning with LLMs
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