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20242026
most citedAssessing Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks

2 citations · 3 across the 6 of their papers we have counts for

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cs.CL2025

Measuring what Matters: Construct Validity in Large Language Model Benchmarks

Andrew M. Bean, Ryan Othniel Kearns, Angelika Romanou +39

Evaluating large language models (LLMs) is crucial for both assessing their capabilities and identifying safety or robustness issues prior to deployment. Reliably measuring abstrac…

cs.LG2025

Code Simulation as a Proxy for High-order Tasks in Large Language Models

Emanuele La Malfa, Christoph Weinhuber, Orazio Torre +6

Many reasoning, planning, and problem-solving tasks share an intrinsic algorithmic nature: correctly simulating each step is a sufficient condition to solve them correctly. We coll…