Reasoning Space: Diversity All You Need
M. Emre Bilgin
arXiv 2025
tldr We show that diversity in the reasoning space — rather than model scale — is the key factor for robust generalization in complex reasoning tasks.
Publications
You can also find my articles on my Google Scholar profile.
Conference Papers
VERIFIER: Cross-validation Reasoning via MultiAgent Debate
M. Emre Bilgin
NeurIPS 2024
tldr We propose VERIFIER, a cross-validation reasoning framework where multiple agents debate to improve the reliability and accuracy of reasoning under uncertainty.