When Reasoning Goes Astray: Attention Dynamics of Uncontrolled Reasoning
cs.AI, cs.CL
Submitted: 2026-09-30
Updated: 2026-09-30
Terminology
Sources
- Training Verifiers to Solve Math Word Problems
- Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?
- Inverse Scaling in Test-Time Compute
- DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
- Measuring Massive Multitask Language Understanding
- ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
- OverThink: Slowdown Attacks on Reasoning LLMs
- A Deep Reinforced Model for Abstractive Summarization
- GPQA: A Graduate-Level Google-Proof Q&A Benchmark
- Self-Consistency Improves Chain of Thought Reasoning in Language Models
- RECUR: Resource Exhaustion Attack via Recursive-Entropy Guided Counterfactual Utilization and Reflection
- Qwen3 Technical Report
- Resource Consumption Threats in Large Language Models
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