Papers with adaptive instruction generator
Ada-Instruct: Adapting Instruction Generators for Complex Reasoning (2024.findings-emnlp)
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| Challenge: | Existing methods for generating instructions from a few initial samples with in-context learning are lacking in generating complex instructions of length 100. |
| Approach: | They propose an adaptive instruction generator developed through fine-tuning that generates long, intricate, and distributionally consistent instructions. |
| Outcome: | The proposed method generates long, intricate, and distributionally consistent instructions with ten examples. |