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arXiv1d ago
5.0

Exploration and Exploitation Errors Are Measurable for Language Model Agents

Jaden Park, Jungtaek Kim, Jongwon Jeong, Robert D. Nowak, Kangwook Lee, Yong Jae Lee

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
agentsrlevaluation

Opportunity Brief

Build a diagnostic library that analyzes agent trajectories to detect exploration/exploitation imbalances. Provide a dashboard that visualizes where the agent is getting stuck in decision loops.

Suggested repo: agent-probe

"Quantify your agent's learning behavior without reading thousands of logs."

Estimated effort: 60h