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      <title>Rationales Before Results: Teaching Multimodal LLMs to Actually Reason About Time Series</title>
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      <description>A mechanism-first reading of RationaleTS, a method that improves multimodal time-series reasoning by retrieving reusable observation-to-implication rationales instead of merely showing models more charts.</description>
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