Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling
Fuente:
arXiv
Saved in:
| Main Authors: | Wan, Guangya, Wu, Yuqi, Chen, Jie, Li, Sheng |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Large Language Models for Causal Discovery: Current Landscape and Future Directions
by: Wan, Guangya, et al.
Published: (2024)
by: Wan, Guangya, et al.
Published: (2024)
Disparities in LLM Reasoning Accuracy and Explanations: A Case Study on African American English
by: Zhou, Runtao, et al.
Published: (2025)
by: Zhou, Runtao, et al.
Published: (2025)
COMPASS: Enhancing Agent Long-Horizon Reasoning with Evolving Context
by: Wan, Guangya, et al.
Published: (2025)
by: Wan, Guangya, et al.
Published: (2025)
Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning
by: Zhang, Kongcheng, et al.
Published: (2025)
by: Zhang, Kongcheng, et al.
Published: (2025)
Derailer-Rerailer: Adaptive Verification for Efficient and Reliable Language Model Reasoning
by: Wan, Guangya, et al.
Published: (2024)
by: Wan, Guangya, et al.
Published: (2024)
Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning
by: Zhou, Zhi, et al.
Published: (2025)
by: Zhou, Zhi, et al.
Published: (2025)
Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs
by: Xiao, Yilin, et al.
Published: (2025)
by: Xiao, Yilin, et al.
Published: (2025)
Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning
by: Saparkhan, Raman, et al.
Published: (2026)
by: Saparkhan, Raman, et al.
Published: (2026)
SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning
by: Li, Zheng, et al.
Published: (2025)
by: Li, Zheng, et al.
Published: (2025)
Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning
by: Wang, Xinglin, et al.
Published: (2024)
by: Wang, Xinglin, et al.
Published: (2024)
WiseMind: a knowledge-guided multi-agent framework for accurate and empathetic psychiatric diagnosis
by: Wu, Yuqi, et al.
Published: (2025)
by: Wu, Yuqi, et al.
Published: (2025)
Self-signals Driven Multi-LLM Debate for Efficient and Accurate Reasoning
by: Chen, Xuhang, et al.
Published: (2025)
by: Chen, Xuhang, et al.
Published: (2025)
Self-Consistency Boosts Calibration for Math Reasoning
by: Wang, Ante, et al.
Published: (2024)
by: Wang, Ante, et al.
Published: (2024)
Enhancing LLM Reasoning via Non-Human-Like Reasoning Path Preference Optimization
by: Lu, Junjie, et al.
Published: (2025)
by: Lu, Junjie, et al.
Published: (2025)
Path-Consistency with Prefix Enhancement for Efficient Inference in LLMs
by: Zhu, Jiace, et al.
Published: (2024)
by: Zhu, Jiace, et al.
Published: (2024)
Dynamic Sampling that Adapts: Self-Aware Iterative Data Persistent Optimization for Mathematical Reasoning
by: Rao, Jun, et al.
Published: (2025)
by: Rao, Jun, et al.
Published: (2025)
Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models
by: Liu, Kaiyuan, et al.
Published: (2025)
by: Liu, Kaiyuan, et al.
Published: (2025)
Temporal Consistency for LLM Reasoning Process Error Identification
by: Guo, Jiacheng, et al.
Published: (2025)
by: Guo, Jiacheng, et al.
Published: (2025)
ReasonGraph: Visualisation of Reasoning Paths
by: Li, Zongqian, et al.
Published: (2025)
by: Li, Zongqian, et al.
Published: (2025)
Beyond Self-Consistency: Ensemble Reasoning Boosts Consistency and Accuracy of LLMs in Cancer Staging
by: Chang, Chia-Hsuan, et al.
Published: (2024)
by: Chang, Chia-Hsuan, et al.
Published: (2024)
A Study on Leveraging Search and Self-Feedback for Agent Reasoning
by: K, Karthikeyan, et al.
Published: (2025)
by: K, Karthikeyan, et al.
Published: (2025)
Skill-Conditioned Gated Self-Distillation for LLM Reasoning
by: Huang, Jiazhen, et al.
Published: (2026)
by: Huang, Jiazhen, et al.
Published: (2026)
Token-Budget-Aware LLM Reasoning
by: Han, Tingxu, et al.
Published: (2024)
by: Han, Tingxu, et al.
Published: (2024)
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering
by: Wang, Yuqi, et al.
Published: (2024)
by: Wang, Yuqi, et al.
Published: (2024)
LC-ERD: Mining Latent Logic for Self-Evolving Reasoning via Consistency-Regulated Reward Decomposition
by: Chen, Yanyu, et al.
Published: (2026)
by: Chen, Yanyu, et al.
Published: (2026)
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency
by: Wang, Kangsheng, et al.
Published: (2024)
by: Wang, Kangsheng, et al.
Published: (2024)
The Path of Least Resistance: Guiding LLM Reasoning Trajectories with Prefix Consensus
by: Jindal, Ishan, et al.
Published: (2026)
by: Jindal, Ishan, et al.
Published: (2026)
Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning
by: Li, Yiwei, et al.
Published: (2024)
by: Li, Yiwei, et al.
Published: (2024)
Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics
by: Yu, Sheldon, et al.
Published: (2025)
by: Yu, Sheldon, et al.
Published: (2025)
Expanding Search Space with Diverse Prompting Agents: An Efficient Sampling Approach for LLM Mathematical Reasoning
by: Lee, Gisang, et al.
Published: (2024)
by: Lee, Gisang, et al.
Published: (2024)
Exploring and Evaluating Multimodal Knowledge Reasoning Consistency of Multimodal Large Language Models
by: Jia, Boyu, et al.
Published: (2025)
by: Jia, Boyu, et al.
Published: (2025)
Reward-Guided Speculative Decoding for Efficient LLM Reasoning
by: Liao, Baohao, et al.
Published: (2025)
by: Liao, Baohao, et al.
Published: (2025)
Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths
by: Chia, Yew Ken, et al.
Published: (2024)
by: Chia, Yew Ken, et al.
Published: (2024)
Calibrating Reasoning in Language Models with Internal Consistency
by: Xie, Zhihui, et al.
Published: (2024)
by: Xie, Zhihui, et al.
Published: (2024)
Mitigating Overthinking in Large Reasoning Language Models via Reasoning Path Deviation Monitoring
by: Guan, Weixin, et al.
Published: (2026)
by: Guan, Weixin, et al.
Published: (2026)
MIDGARD: Self-Consistency Using Minimum Description Length for Structured Commonsense Reasoning
by: Nair, Inderjeet, et al.
Published: (2024)
by: Nair, Inderjeet, et al.
Published: (2024)
Entropy-Aware Speculative Decoding Toward Improved LLM Reasoning
by: Su, Tiancheng, et al.
Published: (2025)
by: Su, Tiancheng, et al.
Published: (2025)
On Path to Multimodal Historical Reasoning: HistBench and HistAgent
by: Qiu, Jiahao, et al.
Published: (2025)
by: Qiu, Jiahao, et al.
Published: (2025)
Self-Verification Dilemma: Experience-Driven Suppression of Overused Checking in LLM Reasoning
by: Long, Quanyu, et al.
Published: (2026)
by: Long, Quanyu, et al.
Published: (2026)
Who Reasons in the Large Language Models?
by: Shao, Jie, et al.
Published: (2025)
by: Shao, Jie, et al.
Published: (2025)
Similar Items
-
Large Language Models for Causal Discovery: Current Landscape and Future Directions
by: Wan, Guangya, et al.
Published: (2024) -
Disparities in LLM Reasoning Accuracy and Explanations: A Case Study on African American English
by: Zhou, Runtao, et al.
Published: (2025) -
COMPASS: Enhancing Agent Long-Horizon Reasoning with Evolving Context
by: Wan, Guangya, et al.
Published: (2025) -
Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning
by: Zhang, Kongcheng, et al.
Published: (2025) -
Derailer-Rerailer: Adaptive Verification for Efficient and Reliable Language Model Reasoning
by: Wan, Guangya, et al.
Published: (2024)