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large language models

2,658 papers

#large language models Open access Oct 2026

LLMs Leak Training Data Beyond Verbatim Memorization: Extraction via Membership Decoding

The Membership Decoding method is a plug-and-play replacement for standard decoding that requires only black-box token probabilities, and a new token-level membership inference method is proposed by leveraging likelihood from reference models, shifting the generation from the original token distribution to the member t...

Zi-Tai Chen, Reza Shokri · 0 citations
#large language models Open access Oct 2026

LncPNdeep: A long non-coding RNA classifier based on large language model with peptide and nucleotide embedding.

Accurate classification of long non-coding RNAs (lncRNAs) is essential for transcriptome annotation and understanding gene regulation. Existing computational methods predominantly rely on nucleotide sequence features, frequently overlooking biologically relevant peptide signals encoded within lncRNAs. To overcome this...

Zongrui Dai, Feiyang Deng, Hsiao H. Sung · 0 citations

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