Papers with selection approaches
InstructEval: Systematic Evaluation of Instruction Selection Methods (2024.findings-naacl)
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| Challenge: | In-context learning (ICL) performs tasks by prompting a large language model using an instruction and a small set of annotated examples. |
| Approach: | They develop an ICL evaluation suite to evaluate the performance of popular instruction selection methods. |
| Outcome: | The proposed evaluation suite compares instruction selection methods over five metrics relevant to ICL. |