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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

Manasi S. Patwardhan

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#artificial intelligence Preprint Sep 2026

Surprising Effectiveness of Self-Demonstrations in Enhancing Schema-Ontology Mapping with LLMs

This paper presents a self-demonstration-driven approach that combines a neuro-symbolic task decomposition with a novel mechanism for automatically generating pattern-guided, dependency-aware demonstrations to address the integration challenge of heterogeneous relational databases into a centralized ontology.

Siddhesh Thombre, Manasi S. Patwardhan, Sunita Sarawagi · 0 citations
#natural language process... Review Sep 2026

ActReview: Rebuttal-Guided Training Data and Rubric Rewards for Actionable Peer Review Generation

As LLMs are increasingly used for pre-submission self-review, there is growing demand for feedback that not only identifies weaknesses but also guides authors toward concrete revisions. We study this as Actionable Peer-review Generation and decompose it into two subtasks: diagnostic claim generation and revision sugges...

Yi Ma, Yi-Lun Zhao, Sihong Wu et al. · 0 citations

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