IS-CoT framework interleaves planning, writing, and reflection in LLMs to prevent length collapse, yielding IS-Writer-8B that outperforms larger models on long-form benchmarks with better length compliance.
N exus S um: Hierarchical LLM Agents for Long-Form Narrative Summarization
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An AI agent representing outgroup views in ingroup chat directionally reduced intergroup anxiety and improved perspective-taking versus passive document exposure.
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IS-CoT: Breaking the Long-form Generation Collapse via Interleaved Structural Thinking
IS-CoT framework interleaves planning, writing, and reflection in LLMs to prevent length collapse, yielding IS-Writer-8B that outperforms larger models on long-form benchmarks with better length compliance.
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GroupEnvoy: A Conversational Agent Speaking for the Outgroup to Foster Intergroup Relations
An AI agent representing outgroup views in ingroup chat directionally reduced intergroup anxiety and improved perspective-taking versus passive document exposure.