Can AI Truly Learn From Experience?

The performance evaluation, detailed in Table 6, compares three large language models within the Repo System of OdysseyArena-Challenge and OdysseyArena-Lite, with proprietary models distinguished by color and performance gaps explicitly quantified to facilitate comparative analysis.

New research reveals a critical gap in the ability of current artificial intelligence systems to solve complex problems that require long-term planning and adapting to novel situations.