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Limitations on Monte Carlo Performance Boosts
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Classroom Contents
Improving LLM Accuracy with Monte Carlo Tree Search
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- 1 Large Language Models Make Things Up!
- 2 Boosting Llama 3 8B performance to GPT-4 only on certain benchmarks!
- 3 How prompting affects accuracy
- 4 How Monte Carlo tree search works
- 5 Balancing exploitation with exploration
- 6 Jupyter Notebook Code
- 7 Testing Monte Carlo Tree Search on a simple example
- 8 Boosting Performance on Maths problems
- 9 Limitations on Monte Carlo Performance Boosts
- 10 Resources
