GPF-LiveNews: A Streaming Evaluation Protocol for Group-Conditioned Framing in Large Language Models

In three linesGPF-LiveNews is a streaming evaluation protocol to audit how LLMs frame emerging news events for different audiences. Tested on 23 models across 12 monitoring runs, it measures semantic and sentiment variations across 42 identity labels. Results show Policy/Action prompts produce strongest semantic movement, while sentiment variation remains flat across dimensions.

Summary generated by Claude — human-verified