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ProgramTab outperforms all LLM-based baselines in table reasoning by transforming unstructured data into actionable insights through programmatic preprocessing.
IS-Writer-8B shatters the long-form generation collapse, outperforming larger models with a novel dynamic reasoning approach.
Ablating just 5% of specialized CoRe heads leads to a dramatic drop in multimodal reasoning performance, revealing their critical role in MLLMs.
Achieve up to 74% improvement in stock ranking accuracy by disentangling temporal trends and purifying structural relationships, sidestepping the crosstalk problem that plagues existing graph-based methods.
