3 articles tagged with #deliberation. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.
Researchers developed DeliberationBench, a new benchmark to assess how large language models influence users' opinions on policy matters. A study of 4,088 participants discussing 65 policy proposals with six frontier LLMs found that these models have substantial influence that appears to align with democratically legitimate deliberative processes.
Researchers introduce DeliChess, a dataset of 107 multi-party dialogue transcripts where groups collaboratively solve chess puzzles through deliberation. The study finds that group discussion significantly improves accuracy, though the role of probing questions in driving performance gains remains inconsistent.
Researchers developed a reproducible pipeline to transform public Zoom recordings into speaker-attributed transcripts for training LLMs to simulate realistic civic deliberations. The method achieved 67% reduction in perplexity and nearly doubled performance metrics, with human evaluations showing simulations often indistinguishable from real government meetings.
