The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Paper • 2604.02029 • Published 16 days ago • 140
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space Paper • 2512.24617 • Published Dec 31, 2025 • 66
Lost in Stories: Consistency Bugs in Long Story Generation by LLMs Paper • 2603.05890 • Published Mar 6 • 93
LoopFormer: Elastic-Depth Looped Transformers for Latent Reasoning via Shortcut Modulation Paper • 2602.11451 • Published Feb 11 • 16
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 229
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach Paper • 2502.05171 • Published Feb 7, 2025 • 154
Training Large Language Models to Reason in a Continuous Latent Space Paper • 2412.06769 • Published Dec 9, 2024 • 94
Mixture-of-Recursions: Learning Dynamic Recursive Depths for Adaptive Token-Level Computation Paper • 2507.10524 • Published Jul 14, 2025 • 73