LUDOBENCH: Evaluating LLM Behavioural Decision-Making Through Spot-Based Board Game Scenarios in Ludo

1. 1Design and implement LUDOBENCH with 480 handcrafted spot scenarios
2. 2Evaluate LLMs using the 12 behaviorally distinct decision categories
3. 3Analyze results to identify areas for improvement in LLM strategic reasoning
4. 4Use insights to fine-tune and optimize LLMs for better decision-making

AI researchers and engineers working on LLMs can use LUDOBENCH to evaluate and improve their models' decision-making abilities, while game developers can leverage this benchmark to create more realistic game-playing AI agents

💡 LUDOBENCH provides a comprehensive framework for assessing LLMs' ability to make strategic decisions in complex, stochastic environments

🎲 Introducing LUDOBENCH: a benchmark for evaluating LLM strategic reasoning in Ludo!