AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work benchmarking nine dense encoders and BM25 over two corpora, three indexing modes and two evaluation protocols for Classical Arabic poetry shows that which retriever wins is governed by how much of a poem's wording the query still carries.
Large language models often solve a theorem forward yet fail to disprove a closely related false one: a falsification gap that supervised fine-tuning does not close and can actively worsen. We frame counterexample generation as constrained witness emission against a deterministic per-theorem Python verifier, and releas...
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