Vol. 2 No. 1 (2026): Stout in Agriculture and Animal Science

Articles

• Capability-Profiled Agricultural Language-Model Systems: Calibration and Cost-Aware Routing across Memorization, Understanding, Reasoning, and Generation

  Sylvia He (Author)

  01-23

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• Correctness-Trace Replay of Commercial LLMs on CROP: Paired Performance, Shortcut Risk, and Oracle Referral Bounds

  Valerie Zhang (Author)

  24-43

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