Papers by Jason Hartford
LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? (2025.findings-emnlp)
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| Challenge: | Large language models have been proposed as general-purpose agents for experimental design . eval: LLMs show no sensitivity to experimental feedback. |
| Approach: | They propose a method that combines LLM prior knowledge with nearest-neighbor sampling to guide the design of experiments. |
| Outcome: | The proposed method outperforms classical methods in the design of experiments. |