Introduces the TSCognition benchmark for cognitive time series reasoning tasks and the TSAlign alignment framework, reporting outperformance over LLM, VLM, and time-series baselines on TSCognition and TimerBed with lower compute.
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From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs
Introduces the TSCognition benchmark for cognitive time series reasoning tasks and the TSAlign alignment framework, reporting outperformance over LLM, VLM, and time-series baselines on TSCognition and TimerBed with lower compute.