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HalluTracer transforms hallucination detection by revealing that aggregating truth signals across model layers can dramatically enhance accuracy.
DeltaFlow-P achieves a remarkable 2.72x speedup in denoising while reducing perplexity, challenging the dominance of full attention in language modeling.