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01RECAP-Project /EchoTrace Dataset Description The EchoTrace dataset is a benchmark designed to evaluate and analyze memorization and training data exposure in Large Language Models (LLMs). The dataset is used to evaluate our proposed method RECAP, as presented in: RECAP: Reproducing Copyrighted Data from LLMs Training with an Agentic Pipeline The core of the dataset, as used in the Paper, consists of 35 Full-Lenght Narrative Books. Books are split into three groups: 15 public domain books (Extracted from… See the full description on the dataset page: https://huggingface.co/datasets/RECAP-Project/EchoTrace.tabulartext-generation1K<n<10K2 likes41 downloads10mo agoHugging Face02JackHsieh /luna-reason-only.k-8.statml-arxiv-llama32.llama32-ids.tags-echo luna-reason-only.k-8.statml-arxiv-llama32.llama32-ids.tags-echo Tokenized, tag-wrapped form of JackHsieh/luna-reason-only.k-8.statml-arxiv-llama32. Each thought is wrapped as <|reserved_special_token_1|> … thought … <|reserved_special_token_2|> … last prefix token and stored both as text (thought_text) and as Llama 3.2 token ids (input_ids). The trailing token is the document token immediately before the cut (input_ids[chunk_start_index - 1]), copied from the document rather… See the full description on the dataset page: https://huggingface.co/datasets/JackHsieh/luna-reason-only.k-8.statml-arxiv-llama32.llama32-ids.tags-echo.tabulartext-generation100K<n<1M0 likes34 downloads2mo agoHugging Face03ruohao /EchoMistgated Dataset Card for EchoMist Introducing EchoMist, the first comprehensive benchmark to measure how LLMs may inadvertently Echo and amplify Misinformation hidden within seemingly innocuous user queries. Dataset Description Prior work has studied language models' capability to detect explicitly false statements. However, in real-world scenarios, circulating misinformation can often be referenced implicitly within user queries. When language models tacitly agree, they may… See the full description on the dataset page: https://huggingface.co/datasets/ruohao/EchoMist.tabulartext-generationn<1K3 likes15 downloads1y agoHugging Face

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