Author

Nirupam Chetlapalli

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Preprint Aug 2026

Diverse by Reasoning: Harnessing the Wisdom of LLM Crowds for Future Prediction

Large language models (LLMs) are increasingly used for future prediction, motivating the use of multiple models as a wisdom-of-the-crowd mechanism. However, simply increasing crowd size does not guarantee effective diversity, as different LLMs may exhibit redundant behaviors. We propose a behavior-aware framework for c...

Nirupam Chetlapalli, Yi-Ming Liao, Min-Chun Chen et al. · 0 citations