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Efficient RL Training for Search Agents by Vineet Pandey is a document available to read on EtoBox.

What is Efficient RL Training for Search Agents about?

The document introduces s3, a lightweight, model-agnostic framework for training search agents in retrieval-augmented generation (RAG) systems using reinforcement learning (RL). It decouples the searcher from the generator, optimizing retrieval quality with a novel reward signal called Gain Beyond RAG (GBR), and demonstrates that s3 can outperform existing methods with significantly less training data. The framework allows for improved information acquisition through multi-turn interactions while maintainin

Author

Vineet Pandey

Language

EN