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2025 1

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Exploring Explanations Improves the Robustness of In-Context Learning

cs.CL · 2025-06-03 · conditional · novelty 5.0

Generating and comparing label-by-label explanations in the prompt improves out-of-distribution accuracy of in-context learning on most tested NLU benchmarks, at the cost of in-distribution performance and higher inference cost.

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  • Exploring Explanations Improves the Robustness of In-Context Learning cs.CL · 2025-06-03 · conditional · none · ref 7

    Generating and comparing label-by-label explanations in the prompt improves out-of-distribution accuracy of in-context learning on most tested NLU benchmarks, at the cost of in-distribution performance and higher inference cost.