2 papers
cs.CL2026
Spatiotemporal Hidden-State Dynamics as a Signature of Internal Reasoning in Large Language Models
Kotaro Furuya, Takahito Tanimura
Large reasoning models (LRMs) generate extended solutions, yet it remains unclear whether these traces reflect substantive internal computation or merely verbosity and overthinking…
cs.CL2025
The Geometry of Dialogue: Graphing Language Models to Reveal Synergistic Teams for Multi-Agent Collaboration
Kotaro Furuya, Yuichi Kitagawa
While a multi-agent approach based on large language models (LLMs) represents a promising strategy to surpass the capabilities of single models, its success is critically dependent…