Probing the Lack of Stable Internal Beliefs in LLMs

1. 1Define implicit consistency in LLMs as persistent adherence to an unstated goal
2. 2Explore the current limitations of LLMs in maintaining stable internal representations
3. 3Investigate the impact of implicit consistency on persona-driven LLMs
4. 4Develop strategies to improve the stability of internal beliefs in LLMs

AI researchers and engineers working on LLMs can benefit from understanding the limitations of current models to improve their performance and reliability in simulating human-like personality traits

💡 Current LLMs lack stable internal representations, limiting their ability to simulate human-like personality traits

🤖 LLMs struggle with stable internal beliefs, affecting their consistency in multi-turn interactions