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Kellogg School of Management, Center for Science of Science and Innovation, Northwestern Innovation Institute, Ryan Institute on Complexity, and McCormick School of Engineering, Northwestern University, dashun.wang@northwestern.edu
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Don't trust the benchmark: Seemingly equivalent LLMs can disagree wildly on individual examples, leading to irreproducible scientific results when used for annotation.