AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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NAFBench is introduced, a procedural generator of solver-certified instances spanning four semantic viewpoints: SLDNF, well-founded semantics (WFS), and credulous and skeptical reasoning under stable-model semantics, which studies which reading of negation large language models adopt by default and whether they can ove...
Experiments on SemEval-2017 and WebPun show that PunGraph consistently improves the performance of small-scale LLMs and achieves competitive results against strong proprietary models, highlighting the benefits of integrating structured knowledge with LLMs.
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