BotzoneBench: Scalable LLM Game Eval
π‘Stable game benchmark fixes LLM-vs-LLM eval flaws with absolute AI anchors (64 chars)
β‘ 30-Second TL;DR
What Changed
Anchors eval to fixed game AI hierarchies for stable absolute skills
Why It Matters
This benchmark enables reliable longitudinal tracking of LLM strategic progress without peer volatility. It generalizes to domains with skill ladders, improving interactive AI assessment. Reveals distinct behaviors and gaps in top models.
What To Do Next
Run your LLM on BotzoneBench's eight games to benchmark strategic skills against AI anchors.
Key Points
- β’Anchors eval to fixed game AI hierarchies for stable absolute skills
- β’Evaluates LLMs in 8 games from board to card types on Botzone
- β’Analyzed 177,047 state-action pairs from 5 flagship LLMs
- β’Top models match mid-high tier specialized game AIs in domains
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Original source: ArXiv AI β
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