Position: In-House Evaluation Is Not Enough. Towards Robust Third-Party Evaluation and Flaw Disclosure for General-Purpose AI

Shayne Longpre, Kevin Klyman, R. E. Appel, Sayash Kapoor, Rishi Bommasani +29 more
2/14/2026

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@article{longpre2026position,
  title  = {Position: In-House Evaluation Is Not Enough. Towards Robust Third-Party Evaluation and Flaw Disclosure for General-Purpose AI},
  author = {Shayne Longpre and Kevin Klyman and R. E. Appel and Sayash Kapoor and Rishi Bommasani and Michelle Sahar and Sean McGregor and Avijit Ghosh and Borhane Blili-Hamelin and Nathan Butters and Alondra Nelson and Amit Elazari and Andrew Sellars and Casey John Ellis and Dane Sherrets and D. Song and H. Geiger and Ilona Cohen and Lauren McIlvenny and M. Srikumar and Mark M. Jaycox and Markus Anderljung and Nadine Farid and Nicholas Carlini and Nicolas Miailhe and Nik Marda and Peter Henderson and Rebecca S. Portnoff and Rebecca Weiss and V. Westerhoff and Yacine Jernite and Rumman Chowdhury and Percy Liang and Arvind Narayanan},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:55d1251b01648049ba1e70149cab795c916cf545},
  journal = {ICML 2025 2025}
}

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