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#benchmark saturation

Classroom Final Exam: An Instructor-Tested Reasoning Benchmark

Chongyang Gao, Diji Yang et al.Feb 23arXiv

CFE-BENCH is a new, teacher-verified "Classroom Final Exam" for AI that uses real college STEM problems to test deep, step-by-step reasoning.

#CFE-BENCH#variable-based verification#reasoning flow

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Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations

Dongming Jiang, Yi Li et al.Feb 22arXiv

This paper explains how AI agents remember things across long conversations and why many current tests don’t truly measure that memory.

#agentic memory#memory-augmented generation#long-context LLMs

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