Agents that accumulate their own successful trajectories as retrieval examples gain up to 20 points on ALFWorld, Wordcraft, and InterCode-SQL, with two curation methods pushing gains further.
Transformers learn in-context by gradient descent
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Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks
Agents that accumulate their own successful trajectories as retrieval examples gain up to 20 points on ALFWorld, Wordcraft, and InterCode-SQL, with two curation methods pushing gains further.