the Interleaved Structural Chain-of-Thought
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Related Articles from SNS
IS-CoT: Breaking the Long-form Generation Collapse via Interleaved Structural Thinking
arXiv:2606.09709v1 Announce Type: new Abstract: Generating coherent and controllable long-form content remains a persistent challenge for Large Language Models (LLMs). While reasoning-enhanced models have demonstrated success in logic-intensive domains, our evaluation reveals that they suffer from a severe length collapse in open-ended writing, where performance degrades sharply as target lengths exceed 2,000 words. We attribute this failure to the limitation of static hierarchical planning,...
Optical Reasoning: Rethinking Images as an Expressive Reasoning Medium Beyond Text
Announce Type: new Abstract: Chain-of-Thought (CoT) improves the performance of Large Language Models (LLMs) and has been extended to Multimodal Large Language Models (MLLMs). More recent work further moves from text-based multimodal reasoning toward interleaved-modal reasoning, where intermediate steps can incorporate both textual rationales and visual evidence. In this work, we propose a bolder and more ambitious idea: could images alone serve as the reasoning medium for both language and...