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FaStfact is a multi-agent pipeline for evaluating long-form generation factuality that achieves the highest alignment with human evaluation and time/token efficiency among existing baselines. An annotated FaStfact-bench is also open-sourced.

SATBench is a benchmark for evaluating LLMs logical reasoning through logical puzzles derived from Boolean satisfiability (SAT) problems.

MR-BEN is a comprehensive process-based benchmark to evaluate advanced `meta-reasoning’ skills, where models are asked to locate and analyse errors in the provided CoT solutions. It comprises 5,975 multi-domain samples with annotated groundtruths.

AutoPSV proposes a simple, effective, and efficient method to automatically annotate reasoning steps (even without requiring grountruth answers).

Reading-while-listening (R/L) has a facilitation effect on second language (L2) reading comprehension after longitudinal R/L training …

Higher education institutions globally saw a collective mandate to move classes online, where afforded, at the onset of the COVID- 19 …