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cs.CL2026
CruxBench: A Benchmark of Information Discovery
Hui Dai, Lina Piao, Nick Merrill +3
Benchmarks for large language models (LLMs) typically evaluate the accuracy of answers against fixed reference labels. But a central step in many complex real-world tasks is identi…
cs.CL2026
Measuring Judgment Quality in Natural-Language Explanations: Evidence from Forecasting Tournaments
Christopher W. Karvetski, Sheldon S. Huang, Simas Kučinskas +4
Decision-makers routinely rely on expert judgments accompanied by written explanations, yet explanation quality is difficult to measure at scale. Forecasting tournaments offer a na…