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The research team used the Llama-3.1-8B-Instruct model as the experimental subject, examining probe generalization performance on 3 held-out deception detection datasets.
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9/11/2026
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UnverifiedThe research team used an LLM as a judge to identify the most and least strongly activated samples for each principal component, evaluate whether they suggest a transferable deception direction and assign scores, and select the highest-scoring subset of principal components to train the probe.72% similarUnverified该数据集的每一行都经过人工审核，核验标签准确性、理由真实与具体性、难度标签匹配度三个维度70% similarUnverifiedCompanies such as Anthropic have begun specifically testing models' persuasion capabilities and deceptive tendencies as an important dimension of safety evaluations.69% similarUnverifiedThe article tested three Skills based on a simulated paper project in the knowledge graph domain.68% similarUnverifiedAgent behavior is shaped collectively by context, tool schemas, model versions, and adapters, while traditional unit tests focus only on deterministic outputs.68% similar
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