핵심 개념
SmartPlay introduces a challenging benchmark to evaluate the capabilities of large language models (LLMs) as intelligent agents.
초록
SmartPlay introduces a benchmark and methodology for evaluating LLMs as agents.
Consists of 6 games challenging various capabilities of LLM agents.
Each game tests different aspects like reasoning, planning, spatial reasoning, and error handling.
Provides standardized evaluation metrics like reward, completion rate, and score.
Compares performance of recent LLMs on SmartPlay games.
Highlights gaps between state-of-the-art LLMs and human baseline performance.
통계
"SmartPlay serves not only as a rigorous testing ground for evaluating the overall performance of LLM agents but also as a road-map for identifying gaps in current methodologies."
"We observe significant performance gaps between SOTA LLMs and human baseline on Hanoi, Crafter, and Minecraft."
"GPT-4 variants out-perform other LLMs by significant margins but still greatly under-perform human baselines."
인용구
"We believe that SmartPlay sets a goal that is reachable in a short time-frame yet formidable to require new breakthroughs."