Boosting Language Models By 8.2% With Targeted Token Exploration
Targeted Token Exploration boosts language models by 8.2% in math & reasoning tasks. Novel reinforcement learning approach identifies 'critical tokens' for selective exploration.
This is a Plain English Papers summary of a research paper called Targeted Token Exploration Boosts Language Model Performance by 8.2% in Math and Reasoning Tasks. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview Novel reinforcement learning approach that improves language model exploration Focuses on identifying and exploring "critical tokens" during training Reduces KL penalty on important decision points to encourage better exploration Achieves significant performance gains on reasoning and math tasks Introduces "Critical Token KL...