AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work proposes to measure model complementarity through the performance of an oracle that, for each query, selects the best prediction among a considered set of models, hence providing an upper bound on the performance achievable through model combination.
Cross-domain transfer analysis on WebNLG further shows that example-specific pattern overlap and register similarity are stronger predictors of transferability than property-set overlap alone, and long-tail property distributions are identified as the primary performance bottleneck.
The framework, Common Logic Grammar Construction (CLGC), is open-source, as the first Python library for automatically generating syllogisms in KR notations and defining their SEF categories, and proposes a syllogistic categorization method (SEF) that is used to enrich ZS prompts with logical definitions, which boost r...
A two-stage LLM-assisted workflow for French maintenance regulations is presented: ontology engineering from a SEMLEG-based core ontology, followed by construction of an ontology-grounded French legal knowledge graph.
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