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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Amruta Parulekar

Indian Institute of Technology Bombay, University of Illinois Urbana-Champaign

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#artificial intelligence Jun 2026

ReasoningFlow: Discourse Structures for Understanding LLM Reasoning Traces

ReasoningFlow is introduced, a framework that captures the discourse structures of LRM reasoning traces into fine-grained directed acyclic graphs (DAGs) and reveals diverse fine-grained reasoning behaviors that can be used for better reasoning trace monitorability.

Jinu Lee, Shivam Agarwal, Amruta Parulekar et al. · 6 citations
Jul 2026

Reasoning Consensus: Structural Ensembling of LLM Reasoning via Weighted DAG Aggregation

This work proposes a framework that ensembles the reasoning structure, not just the answers, of multiple LLMs by weighted merging of Directed Acyclic Graphs (DAGs) extracted from reasoning chains by weighted merging of Directed Acyclic Graphs (DAGs) extracted from reasoning chains.

Amruta Parulekar, Jinu Lee, Dilek Z. Hakkani-Tür et al. · 1 citation

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