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Author

William Jurayj

2 papers indexed here

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Unified Multimodal Uncertain Inference

CLUE (Calibrated Latent Uncertainty Estimation), which combines self-consistent teacher calibration and distribution-based confidence probing to produce calibrated predictions, is introduced, which achieves equivalent or stronger performance than zero-shot baselines up to 32B parameters across all modalities.

Dengjia Zhang, Alexander Martin, William Jurayj et al. · 4 citations

Can Coding Agents Reproduce Findings in Computational Materials Science?

This work presents AutoMat, a benchmark for evaluating LLM-based agents'ability to reproduce claims from computational materials science, and curates a set of claims from real materials science papers to test whether coding agents can recover and execute the end-to-end workflow needed to support (or undermine) such cla...

Ziyang Huang, Yiyun Cao, A. Shargh et al. · 9 citations

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