Demystifying Hybrid Thinking: Can LLMs Truly Switch Between Think and No-Think?
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Shouren, Yang, Wang, Long, Xianxuan, Wang, Qifan, Chaudhary, Vipin, Han, Xiaotian |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Path-Lock Expert: Separating Reasoning Mode in Hybrid Thinking via Architecture-Level Separation
by: Wang, Shouren, et al.
Published: (2026)
by: Wang, Shouren, et al.
Published: (2026)
Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers
by: Yang, Wang, et al.
Published: (2026)
by: Yang, Wang, et al.
Published: (2026)
Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning
by: Yang, Wang, et al.
Published: (2025)
by: Yang, Wang, et al.
Published: (2025)
Thinking Preference Optimization
by: Yang, Wang, et al.
Published: (2025)
by: Yang, Wang, et al.
Published: (2025)
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time
by: Yang, Wang, et al.
Published: (2025)
by: Yang, Wang, et al.
Published: (2025)
When Domains Interact: Asymmetric and Order-Sensitive Cross-Domain Effects in Reinforcement Learning for Reasoning
by: Yang, Wang, et al.
Published: (2026)
by: Yang, Wang, et al.
Published: (2026)
100-LongBench: Are de facto Long-Context Benchmarks Literally Evaluating Long-Context Ability?
by: Yang, Wang, et al.
Published: (2025)
by: Yang, Wang, et al.
Published: (2025)
Reverse Thinking Makes LLMs Stronger Reasoners
by: Chen, Justin Chih-Yao, et al.
Published: (2024)
by: Chen, Justin Chih-Yao, et al.
Published: (2024)
AdaptThink: Reasoning Models Can Learn When to Think
by: Zhang, Jiajie, et al.
Published: (2025)
by: Zhang, Jiajie, et al.
Published: (2025)
To Think or Not to Think: Exploring the Unthinking Vulnerability in Large Reasoning Models
by: Zhu, Zihao, et al.
Published: (2025)
by: Zhu, Zihao, et al.
Published: (2025)
AdapThink: Adaptive Thinking Preferences for Reasoning Language Model
by: Wan, Xu, et al.
Published: (2025)
by: Wan, Xu, et al.
Published: (2025)
Efficient Reasoning with Hidden Thinking
by: Shen, Xuan, et al.
Published: (2025)
by: Shen, Xuan, et al.
Published: (2025)
Do Multilingual LLMs Think In English?
by: Schut, Lisa, et al.
Published: (2025)
by: Schut, Lisa, et al.
Published: (2025)
Thinking About Thinking: SAGE-nano's Inverse Reasoning for Self-Aware Language Models
by: Jha, Basab, et al.
Published: (2025)
by: Jha, Basab, et al.
Published: (2025)
ThinkRouter: Efficient Reasoning via Routing Thinking between Latent and Discrete Spaces
by: Xu, Xin, et al.
Published: (2026)
by: Xu, Xin, et al.
Published: (2026)
Process Reward Models That Think
by: Khalifa, Muhammad, et al.
Published: (2025)
by: Khalifa, Muhammad, et al.
Published: (2025)
Efficient Reasoning with Balanced Thinking
by: Li, Yulin, et al.
Published: (2026)
by: Li, Yulin, et al.
Published: (2026)
MeTHanol: Modularized Thinking Language Models with Intermediate Layer Thinking, Decoding and Bootstrapping Reasoning
by: Xi, Ningyuan, et al.
Published: (2024)
by: Xi, Ningyuan, et al.
Published: (2024)
To Think or Not to Think: The Hidden Cost of Meta-Training with Excessive CoT Examples
by: Kothapalli, Vignesh, et al.
Published: (2025)
by: Kothapalli, Vignesh, et al.
Published: (2025)
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
by: Ye, Guanghao, et al.
Published: (2025)
by: Ye, Guanghao, et al.
Published: (2025)
Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs
by: Yang, Dayu, et al.
Published: (2025)
by: Yang, Dayu, et al.
Published: (2025)
On the Overscaling Curse of Parallel Thinking: System Efficacy Contradicts Sample Efficiency
by: Wang, Yiming, et al.
Published: (2026)
by: Wang, Yiming, et al.
Published: (2026)
Thinking in Latents: Adaptive Anchor Refinement for Implicit Reasoning in LLMs
by: Sheshanarayana, Disha, et al.
Published: (2026)
by: Sheshanarayana, Disha, et al.
Published: (2026)
Think Right: Learning to Mitigate Under-Over Thinking via Adaptive, Attentive Compression
by: Singh, Joykirat, et al.
Published: (2025)
by: Singh, Joykirat, et al.
Published: (2025)
CoRT: Code-integrated Reasoning within Thinking
by: Li, Chengpeng, et al.
Published: (2025)
by: Li, Chengpeng, et al.
Published: (2025)
Effectively Controlling Reasoning Models through Thinking Intervention
by: Wu, Tong, et al.
Published: (2025)
by: Wu, Tong, et al.
Published: (2025)
More Thinking, More Bias: Length-Driven Position Bias in Reasoning Models
by: Wang, Xiao
Published: (2026)
by: Wang, Xiao
Published: (2026)
When Thinking LLMs Lie: Unveiling the Strategic Deception in Representations of Reasoning Models
by: Wang, Kai, et al.
Published: (2025)
by: Wang, Kai, et al.
Published: (2025)
Think Before You Prune: Self-Reflective Structured Pruning for Reasoning Language Models
by: Wang, Ziyan, et al.
Published: (2025)
by: Wang, Ziyan, et al.
Published: (2025)
When Two LLMs Debate, Both Think They'll Win
by: Prasad, Pradyumna Shyama, et al.
Published: (2025)
by: Prasad, Pradyumna Shyama, et al.
Published: (2025)
ThinkGuard: Deliberative Slow Thinking Leads to Cautious Guardrails
by: Wen, Xiaofei, et al.
Published: (2025)
by: Wen, Xiaofei, et al.
Published: (2025)
From Faithfulness to Correctness: Generative Reward Models that Think Critically
by: Ma, Qiyao, et al.
Published: (2025)
by: Ma, Qiyao, et al.
Published: (2025)
BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning
by: Zhong, Han, et al.
Published: (2025)
by: Zhong, Han, et al.
Published: (2025)
SCI-Verifier: Scientific Verifier with Thinking
by: Zheng, Shenghe, et al.
Published: (2025)
by: Zheng, Shenghe, et al.
Published: (2025)
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
by: Zelikman, Eric, et al.
Published: (2024)
by: Zelikman, Eric, et al.
Published: (2024)
SenTSR-Bench: Thinking with Injected Knowledge for Time-Series Reasoning
by: He, Zelin, et al.
Published: (2026)
by: He, Zelin, et al.
Published: (2026)
LoRA Is Slower Than You Think
by: Ko, Seokmin
Published: (2025)
by: Ko, Seokmin
Published: (2025)
Beyond Introspection: Reinforcing Thinking via Externalist Behavioral Feedback
by: Yang, Diji, et al.
Published: (2024)
by: Yang, Diji, et al.
Published: (2024)
Think-Augmented Function Calling: Improving LLM Parameter Accuracy Through Embedded Reasoning
by: Wei, Lei, et al.
Published: (2026)
by: Wei, Lei, et al.
Published: (2026)
LLMs are Single-threaded Reasoners: Demystifying the Working Mechanism of Soft Thinking
by: Wu, Junhong, et al.
Published: (2025)
by: Wu, Junhong, et al.
Published: (2025)
Similar Items
-
Path-Lock Expert: Separating Reasoning Mode in Hybrid Thinking via Architecture-Level Separation
by: Wang, Shouren, et al.
Published: (2026) -
Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers
by: Yang, Wang, et al.
Published: (2026) -
Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning
by: Yang, Wang, et al.
Published: (2025) -
Thinking Preference Optimization
by: Yang, Wang, et al.
Published: (2025) -
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time
by: Yang, Wang, et al.
Published: (2025)