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https://deepignorance.ai/ Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs Filtering pretraining can prevent unsafe knowledge, doesn’t sacrifice general performance, and results in models that are resistant to tampering. open weight llms pretraining data tamper resistant deep ignorance https://www.semanticscholar.org/search?q=Tag%26Tab%3A+Pretraining+Data+Detection+in+Large+Language+Models+Using+Keyword-Based+Membership+Inference+Attack. Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership... An academic search engine that utilizes artificial intelligence methods to provide highly relevant results and novel tools to filter them with ease. large language models pretraining data based membership tag tab https://arxiv.org/abs/2508.06601 [2508.06601] Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into... Abstract page for arXiv paper 2508.06601: Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs pretraining data tamper resistant 2508 deep ignorance https://research.google/pubs/analyzing-similarity-metrics-for-data-selection-for-language-model-pretraining/ Analyzing Similarity Metrics for Data Selection for Language Model Pretraining language model analyzing similarity metrics data