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Layer-wise Target Propagation (LTP) is introduced, a novel framework that faithfully traces information flow on the frozen transformer in one forward and one backward pass without requiring counterfactual examples.
A Database Normalization Benchmark (DNBENCH), comprising 3,275 samples for evaluating LLM-driven database normalization from 1NF to BCNF, and proposes Multi-Agent Reasoning for Schemas (MARS), which separates evidence extraction, violation diagnosis, and decomposition planning from schema generation and verification.
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