The first empirical study of advertising content being rolled out in the user-facing online interfaces of large language models (LLMs) finds that accounts begin receiving ads 14 days after account creation, and that lower-income accounts are more likely to receive ads.
Emma Lurie, Ro Encarnación, Sorelle A. Friedler et al.· Proceedings of the AAAI/ACM...· 0 citations
MonitrLLM is introduced, open-source infrastructure for community-centered LLM evaluations that links full conversation transcripts to user-reported task intent and outcome assessments, treating all three as primary evaluative signals rather than optional metadata.
Victor Ojewale, Ro Encarnación, S. Venkatasubramanian et al.· Proceedings of the AAAI/ACM...· 0 citations
It is argued that AI safety evaluations should systematically account for modality, multi-run consistency, search conditions, and response-level behaviors to better reflect how deployed AI systems behave in practice.
Ro Encarnación, Tina Behzad, Emma Lurie et al.· Proceedings of the AAAI/ACM...· 0 citations
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