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New research explores controlling LLM personality and enhancing encrypted AI inference

A new arXiv paper details a method for mapping and controlling personality traits in large language models using low-rank adapters. This technique allows for the adjustment of characteristics like neuroticism and agreeableness, with measurable impacts on AI safety. Separately, a preprint introduces layer-parallel cuts to encrypted AI inference, which can speed up computations by 2.65 times with a minimal perplexity cost, potentially making private AI more practical. AI

IMPACT These advancements could lead to more controllable and safer AI models, as well as more private AI inference capabilities.

RANK_REASON The cluster contains two preprints discussing novel research in LLM control and encrypted AI inference.

Read on Mastodon — fosstodon.org →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New research explores controlling LLM personality and enhancing encrypted AI inference

COVERAGE [2]

  1. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    LLM personality traits mapped and controlled in weight space New arXiv paper shows low-rank adapters can dial up or suppress AI model personality traits like ne

    LLM personality traits mapped and controlled in weight space New arXiv paper shows low-rank adapters can dial up or suppress AI model personality traits like neuroticism and agreeableness, with measurable effects on safet https://www. notatechguy.com/llm-personalit y-traits-mappe…

  2. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Encrypted AI inference: layer-parallel cuts bootstraps 2.65× New preprint cuts encrypted Transformer bootstraps 2.65× with 1.2% perplexity cost, bringing privac

    Encrypted AI inference: layer-parallel cuts bootstraps 2.65× New preprint cuts encrypted Transformer bootstraps 2.65× with 1.2% perplexity cost, bringing privacy-preserving AI inference closer to practical real-world depl https://www. notatechguy.com/encrypted-ai-i nference-layer…