Principled Thoughts for Latent Recursive LLM Systems
cs.AI, cs.CL, cs.LG
Submitted: 2026-09-28
Updated: 2026-09-28
Terminology
Sources
- See What I See, Know What I Think: Dense Latent Communication Across Heterogeneous Agents
- Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
- Compressed Chain of Thought: Efficient Reasoning Through Dense Representations
- Exploring System 1 and 2 communication for latent reasoning in LLMs
- How Do Latent Reasoning Methods Perform Under Weak and Strong Supervision?
- LLM Latent Reasoning as Chain of Superposition
- Gemma 3 Technical Report
- The Llama 3 Herd of Models
- Training Large Language Models to Reason in a Continuous Latent Space
- Less is More: Recursive Reasoning with Tiny Networks
- Implicit Reasoning in Large Language Models: A Comprehensive Survey
- Deliberation in Latent Space via Differentiable Cache Augmentation
- Qwen2.5 Technical Report
- The Illusion of Superposition? A Principled Analysis of Latent Thinking in Language Models
- When Shallow Wins: Silent Failures and the Depth-Accuracy Paradox in Latent Reasoning
- Formalizing Latent Thoughts: Four Axioms of Thought Representation in LLMs
- Tiny Recursive Reasoning with Mamba-2 Attention Hybrid
- Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
- Qwen3 Technical Report
- A Survey on Latent Reasoning
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