Thinking Leakage: A Causal Audit of NoThink Post-Training in Hybrid Reasoning Models
cs.LG
Submitted: 2026-09-23
Updated: 2026-09-23
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
- Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement
- OpenThoughts: Data Recipes for Reasoning Models
- Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning
- Kimi K2.5: Visual Agentic Intelligence
- The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets
- MiniCPM4: Ultra-Efficient LLMs on End Devices
- Nemotron 3 Nano Omni: Efficient and Open Multimodal Intelligence
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- HybridFlow: A Flexible and Efficient RLHF Framework
- EasySteer: A Unified Framework for High-Performance and Extensible LLM Steering
- AGPO: Asymmetric Group Policy Optimization for Verifiable Reasoning and Search Ads Relevance at JD
- Qwen3 Technical Report
- Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation
- Representation Engineering: A Top-Down Approach to AI Transparency
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