AINeutralarXiv – CS AI · 14h ago6/10
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GPF-LiveNews: A Streaming Evaluation Protocol for Group-Conditioned Framing in Large Language Models
Researchers introduce GPF-LiveNews, a streaming evaluation protocol that audits how large language models frame news differently based on group identities and prompts. Testing 23 models across 42 identity labels reveals that policy-oriented prompts trigger stronger semantic shifts in framing, while sentiment variation remains inconsistent, highlighting the need for continuous monitoring of LLM outputs in production environments.