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"Parallel Shapley effectively 'fishes out the free riders' in reasoning paths, leading to more stable and interpretable training outcomes for LLMs."
Bridging the NL2Pipeline gap, DataFlow-Harness enables LLMs to create reliable, editable data workflows at a fraction of the cost and time of traditional methods.
LLMs can now be benchmarked for their ability to prepare training data, revealing that a new evaluation metric outperforms traditional methods in predicting downstream utility.