DICE dynamically retrieves the most relevant in-context demonstrations at each agent step, and in this preprint it raises exact-match and success-rate scores on HotpotQA, ALFWorld, and Webshop across ReAct, Reflexion, and LATS.
What learn- ing algorithm is in-context learning? investigations with linear models
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DICE: Dynamic In-Context Example Selection in LLM Agents via Efficient Knowledge Transfer
DICE dynamically retrieves the most relevant in-context demonstrations at each agent step, and in this preprint it raises exact-match and success-rate scores on HotpotQA, ALFWorld, and Webshop across ReAct, Reflexion, and LATS.