Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths
Fuente:
arXiv
Saved in:
| Main Authors: | Chia, Yew Ken, Chen, Guizhen, Xu, Weiwen, Tuan, Luu Anh, Poria, Soujanya, Bing, Lidong |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Can-Do! A Dataset and Neuro-Symbolic Grounded Framework for Embodied Planning with Large Multimodal Models
by: Chia, Yew Ken, et al.
Published: (2024)
by: Chia, Yew Ken, et al.
Published: (2024)
The Jumping Reasoning Curve? Tracking the Evolution of Reasoning Performance in GPT-[n] and o-[n] Models on Multimodal Puzzles
by: Toh, Vernon Y. H., et al.
Published: (2025)
by: Toh, Vernon Y. H., et al.
Published: (2025)
Exploring the Potential of Large Language Models in Computational Argumentation
by: Chen, Guizhen, et al.
Published: (2023)
by: Chen, Guizhen, et al.
Published: (2023)
Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction
by: Chia, Yew Ken, et al.
Published: (2023)
by: Chia, Yew Ken, et al.
Published: (2023)
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning
by: Ghosal, Deepanway, et al.
Published: (2024)
by: Ghosal, Deepanway, et al.
Published: (2024)
Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation
by: Wang, Xinyi, et al.
Published: (2024)
by: Wang, Xinyi, et al.
Published: (2024)
Unsupervised Hallucination Detection by Inspecting Reasoning Processes
by: Srey, Ponhvoan, et al.
Published: (2025)
by: Srey, Ponhvoan, et al.
Published: (2025)
Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning
by: Lu, Ximing, et al.
Published: (2025)
by: Lu, Ximing, et al.
Published: (2025)
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic
by: Bhardwaj, Rishabh, et al.
Published: (2024)
by: Bhardwaj, Rishabh, et al.
Published: (2024)
Two are better than one: Context window extension with multi-grained self-injection
by: Han, Wei, et al.
Published: (2024)
by: Han, Wei, et al.
Published: (2024)
FINEREASON: Evaluating and Improving LLMs' Deliberate Reasoning through Reflective Puzzle Solving
by: Chen, Guizhen, et al.
Published: (2025)
by: Chen, Guizhen, et al.
Published: (2025)
Towards Robust Instruction Tuning on Multimodal Large Language Models
by: Han, Wei, et al.
Published: (2024)
by: Han, Wei, et al.
Published: (2024)
Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
by: Liu, Peiyang, et al.
Published: (2026)
by: Liu, Peiyang, et al.
Published: (2026)
SeaExam and SeaBench: Benchmarking LLMs with Local Multilingual Questions in Southeast Asia
by: Liu, Chaoqun, et al.
Published: (2025)
by: Liu, Chaoqun, et al.
Published: (2025)
Reducing Credit Assignment Variance via Counterfactual Reasoning Paths
by: Ding, Fei, et al.
Published: (2026)
by: Ding, Fei, et al.
Published: (2026)
CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL
by: Pourreza, Mohammadreza, et al.
Published: (2024)
by: Pourreza, Mohammadreza, 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)
Towards the TopMost: A Topic Modeling System Toolkit
by: Wu, Xiaobao, et al.
Published: (2023)
by: Wu, Xiaobao, et al.
Published: (2023)
How do Large Language Models Handle Multilingualism?
by: Zhao, Yiran, et al.
Published: (2024)
by: Zhao, Yiran, et al.
Published: (2024)
Pruning General Large Language Models into Customized Expert Models
by: Zhao, Yirao, et al.
Published: (2025)
by: Zhao, Yirao, et al.
Published: (2025)
Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources
by: Li, Xingxuan, et al.
Published: (2023)
by: Li, Xingxuan, et al.
Published: (2023)
PathCoT: Chain-of-Thought Prompting for Zero-shot Pathology Visual Reasoning
by: Zhou, Junjie, et al.
Published: (2025)
by: Zhou, Junjie, et al.
Published: (2025)
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns
by: Chia, Yew Ken, et al.
Published: (2024)
by: Chia, Yew Ken, 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)
SpaRC and SpaRP: Spatial Reasoning Characterization and Path Generation for Understanding Spatial Reasoning Capability of Large Language Models
by: Rizvi, Md Imbesat Hassan, et al.
Published: (2024)
by: Rizvi, Md Imbesat Hassan, et al.
Published: (2024)
GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning
by: Chen, Guizhen, et al.
Published: (2025)
by: Chen, Guizhen, et al.
Published: (2025)
Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling
by: Wan, Guangya, et al.
Published: (2024)
by: Wan, Guangya, et al.
Published: (2024)
ReasonGraph: Visualisation of Reasoning Paths
by: Li, Zongqian, et al.
Published: (2025)
by: Li, Zongqian, et al.
Published: (2025)
Stacked from One: Multi-Scale Self-Injection for Context Window Extension
by: Han, Wei, et al.
Published: (2026)
by: Han, Wei, et al.
Published: (2026)
On the Bias of Next-Token Predictors Toward Systematically Inefficient Reasoning: A Shortest-Path Case Study
by: Alberghi, Riccardo, et al.
Published: (2025)
by: Alberghi, Riccardo, et al.
Published: (2025)
Optimizing Decoding Paths in Masked Diffusion Models by Quantifying Uncertainty
by: Chen, Ziyu, et al.
Published: (2025)
by: Chen, Ziyu, et al.
Published: (2025)
Learning Representations for Reasoning: Generalizing Across Diverse Structures
by: Zhu, Zhaocheng
Published: (2024)
by: Zhu, Zhaocheng
Published: (2024)
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning
by: Hu, Zhiyuan, et al.
Published: (2026)
by: Hu, Zhiyuan, et al.
Published: (2026)
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
by: Xuan, Richmond Sin Jing, et al.
Published: (2026)
by: Xuan, Richmond Sin Jing, et al.
Published: (2026)
The Path Not Taken: Duality in Reasoning about Program Execution
by: Hasanov, Eshgin, et al.
Published: (2026)
by: Hasanov, Eshgin, et al.
Published: (2026)
Data Augmentation using Large Language Models: Data Perspectives, Learning Paradigms and Challenges
by: Ding, Bosheng, et al.
Published: (2024)
by: Ding, Bosheng, et al.
Published: (2024)
Understanding and Preventing Entropy Collapse in RLVR with On-Policy Entropy Flow Optimization
by: Xu, Huimin, et al.
Published: (2026)
by: Xu, Huimin, et al.
Published: (2026)
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)
From Reasoning to Code: GRPO Optimization for Underrepresented Languages
by: Pennino, Federico, et al.
Published: (2025)
by: Pennino, Federico, et al.
Published: (2025)
Follow the Path: Reasoning over Knowledge Graph Paths to Improve Large Language Model Factuality
by: Zhang, Mike, et al.
Published: (2025)
by: Zhang, Mike, et al.
Published: (2025)
Similar Items
-
Can-Do! A Dataset and Neuro-Symbolic Grounded Framework for Embodied Planning with Large Multimodal Models
by: Chia, Yew Ken, et al.
Published: (2024) -
The Jumping Reasoning Curve? Tracking the Evolution of Reasoning Performance in GPT-[n] and o-[n] Models on Multimodal Puzzles
by: Toh, Vernon Y. H., et al.
Published: (2025) -
Exploring the Potential of Large Language Models in Computational Argumentation
by: Chen, Guizhen, et al.
Published: (2023) -
Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction
by: Chia, Yew Ken, et al.
Published: (2023) -
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning
by: Ghosal, Deepanway, et al.
Published: (2024)