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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

Fanyu Wang

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Sep 2026

The role of grammar in transformer encoders: Does it really matter for language understanding process?

Transformer-based methods achieve strong performance on language understanding tasks, yet the role of grammar in encoder representations remains insufficiently explained. While decoder-only models implicitly learn language structure through next-token prediction, encoder-only models still dominate many classification a...

Fan-Yu Wang, Chetan Arora, Zhen-Ping Xie · 0 citations
Preprint Aug 2026

Requirements-Augmented Generation for Trustworthy Acceptance Testing of LLM-Based Software

This paper introduces Requirements-Augmented Generation (REAG), which interprets user intentions by retrieving relevant software requirements, domain knowledge, and personas via adaptive RAG and self-reasoning to generate context-aware test oracles, and introduces a confidence-calibrated cascade judgment, which quantif...

Fan-Yu Wang, Chetan Arora, Zhen-Ping Xie et al. · 0 citations

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