CLORE: Content-Level Optimization for Reasoning Efficiency
Fuente:
arXiv
Saved in:
| Main Authors: | Wu, Yuyang, Xue, Qiyao, Lu, Guanxing, Liu, Weichen, Wang, Zihan, Li, Manling, Isayev, Olexandr |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Can Agents Price a Reaction? Evaluating LLMs on Chemical Cost Reasoning
by: Wu, Yuyang, et al.
Published: (2026)
by: Wu, Yuyang, et al.
Published: (2026)
Reasoning Path and Latent State Analysis for Multi-view Visual Spatial Reasoning: A Cognitive Science Perspective
by: Xue, Qiyao, et al.
Published: (2025)
by: Xue, Qiyao, et al.
Published: (2025)
MolErr2Fix: Benchmarking LLM Trustworthiness in Chemistry via Modular Error Detection, Localization, Explanation, and Revision
by: Wu, Yuyang, et al.
Published: (2025)
by: Wu, Yuyang, et al.
Published: (2025)
MosaicThinker: On-Device Visual Spatial Reasoning for Embodied AI via Iterative Construction of Space Representation
by: Wang, Haoming, et al.
Published: (2026)
by: Wang, Haoming, et al.
Published: (2026)
Spatial Reasoning in Multimodal Large Language Models: A Survey of Tasks, Benchmarks and Methods
by: Liu, Weichen, et al.
Published: (2025)
by: Liu, Weichen, et al.
Published: (2025)
GEOM-Drugs Revisited: Toward More Chemically Accurate Benchmarks for 3D Molecule Generation
by: Nikitin, Filipp, et al.
Published: (2025)
by: Nikitin, Filipp, et al.
Published: (2025)
Applications of Modular Co-Design for De Novo 3D Molecule Generation
by: Reidenbach, Danny, et al.
Published: (2025)
by: Reidenbach, Danny, et al.
Published: (2025)
A Simple "Try Again" Can Elicit Multi-Turn LLM Reasoning
by: Liu, Licheng, et al.
Published: (2025)
by: Liu, Licheng, et al.
Published: (2025)
CARO: Chain-of-Analogy Reasoning Optimization for Robust Content Moderation
by: Wu, Bingzhe, et al.
Published: (2026)
by: Wu, Bingzhe, et al.
Published: (2026)
FairReason: Balancing Reasoning and Social Bias in MLLMs
by: Pan, Zhenyu, et al.
Published: (2025)
by: Pan, Zhenyu, et al.
Published: (2025)
ProGait: A Multi-Purpose Video Dataset and Benchmark for Transfemoral Prosthesis Users
by: Yin, Xiangyu, et al.
Published: (2025)
by: Yin, Xiangyu, et al.
Published: (2025)
RESample: A Robust Data Augmentation Framework via Exploratory Sampling for Robotic Manipulation
by: Xue, Yuquan, et al.
Published: (2025)
by: Xue, Yuquan, et al.
Published: (2025)
Artificial Entanglement in the Fine-Tuning of Large Language Models
by: Chen, Min, et al.
Published: (2026)
by: Chen, Min, et al.
Published: (2026)
VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM Agents
by: Wang, Kangrui, et al.
Published: (2025)
by: Wang, Kangrui, et al.
Published: (2025)
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization
by: Wu, Xingyu, et al.
Published: (2025)
by: Wu, Xingyu, et al.
Published: (2025)
Learning More with Less: A Dynamic Dual-Level Down-Sampling Framework for Efficient Policy Optimization
by: Wang, Chao, et al.
Published: (2025)
by: Wang, Chao, et al.
Published: (2025)
Human-in-the-loop Online Rejection Sampling for Robotic Manipulation
by: Lu, Guanxing, et al.
Published: (2025)
by: Lu, Guanxing, et al.
Published: (2025)
CrystalReasoner: Reasoning and RL for Property-Conditioned Crystal Structure Generation
by: Wu, Yuyang, et al.
Published: (2026)
by: Wu, Yuyang, et al.
Published: (2026)
Towards a Mechanistic Understanding of Propositional Logical Reasoning in Large Language Models
by: Chen, Danchun, et al.
Published: (2026)
by: Chen, Danchun, et al.
Published: (2026)
Your Language Model Secretly Contains Personality Subnetworks
by: Ye, Ruimeng, et al.
Published: (2026)
by: Ye, Ruimeng, et al.
Published: (2026)
MindLoom: Composing Thought Modes for Frontier-Level Reasoning Data Synthesis
by: Shen, Haiyang, et al.
Published: (2026)
by: Shen, Haiyang, et al.
Published: (2026)
SetPO: Set-Level Policy Optimization for Diversity-Preserving LLM Reasoning
by: Li, Chenyi, et al.
Published: (2026)
by: Li, Chenyi, et al.
Published: (2026)
AnyBimanual: Transferring Unimanual Policy for General Bimanual Manipulation
by: Lu, Guanxing, et al.
Published: (2024)
by: Lu, Guanxing, et al.
Published: (2024)
Visually Descriptive Language Model for Vector Graphics Reasoning
by: Wang, Zhenhailong, et al.
Published: (2024)
by: Wang, Zhenhailong, et al.
Published: (2024)
Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action
by: Pan, Zhenyu, et al.
Published: (2024)
by: Pan, Zhenyu, et al.
Published: (2024)
CHAIRO: Contextual Hierarchical Analogical Induction and Reasoning Optimization for LLMs
by: Lu, Haotian, et al.
Published: (2026)
by: Lu, Haotian, et al.
Published: (2026)
Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective
by: Liu, Junnan, et al.
Published: (2025)
by: Liu, Junnan, et al.
Published: (2025)
Multimodal Representation Learning using Adaptive Graph Construction
by: Huang, Weichen
Published: (2024)
by: Huang, Weichen
Published: (2024)
RoRecomp: Enhancing Reasoning Efficiency via Rollout Response Recomposition in Reinforcement Learning
by: Li, Gang, et al.
Published: (2025)
by: Li, Gang, et al.
Published: (2025)
LiveMathematicianBench: A Live Benchmark for Mathematician-Level Reasoning with Proof Sketches
by: He, Linyang, et al.
Published: (2026)
by: He, Linyang, et al.
Published: (2026)
ManiCM: Real-time 3D Diffusion Policy via Consistency Model for Robotic Manipulation
by: Lu, Guanxing, et al.
Published: (2024)
by: Lu, Guanxing, et al.
Published: (2024)
Knowing when to trust machine-learned interatomic potentials
by: Mehdi, Shams, et al.
Published: (2026)
by: Mehdi, Shams, et al.
Published: (2026)
DecomPose: Disentangling Cross-Category Optimization Contention for Category-Level 6D Object Pose Estimation
by: Gao, Yifan, et al.
Published: (2026)
by: Gao, Yifan, et al.
Published: (2026)
RuleSafe-VL: Evaluating Rule-Conditioned Decision Reasoning in Vision-Language Content Moderation
by: Lu, Zhifeng, et al.
Published: (2026)
by: Lu, Zhifeng, et al.
Published: (2026)
SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks
by: Wang, Tianyi, et al.
Published: (2026)
by: Wang, Tianyi, et al.
Published: (2026)
LocalBench: Benchmarking LLMs on County-Level Local Knowledge and Reasoning
by: Gao, Zihan, et al.
Published: (2025)
by: Gao, Zihan, et al.
Published: (2025)
Theory of Space: Can Foundation Models Construct Spatial Beliefs through Active Exploration?
by: Zhang, Pingyue, et al.
Published: (2026)
by: Zhang, Pingyue, et al.
Published: (2026)
Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization
by: Luo, Haotian, et al.
Published: (2025)
by: Luo, Haotian, et al.
Published: (2025)
Optimizing Reasoning Efficiency through Prompt Difficulty Prediction
by: Zhao, Bo, et al.
Published: (2025)
by: Zhao, Bo, et al.
Published: (2025)
SENTINEL: A Multi-Level Formal Framework for Safety Evaluation of Foundation Model-based Embodied Agents
by: Zhan, Simon Sinong, et al.
Published: (2025)
by: Zhan, Simon Sinong, et al.
Published: (2025)
Similar Items
-
Can Agents Price a Reaction? Evaluating LLMs on Chemical Cost Reasoning
by: Wu, Yuyang, et al.
Published: (2026) -
Reasoning Path and Latent State Analysis for Multi-view Visual Spatial Reasoning: A Cognitive Science Perspective
by: Xue, Qiyao, et al.
Published: (2025) -
MolErr2Fix: Benchmarking LLM Trustworthiness in Chemistry via Modular Error Detection, Localization, Explanation, and Revision
by: Wu, Yuyang, et al.
Published: (2025) -
MosaicThinker: On-Device Visual Spatial Reasoning for Embodied AI via Iterative Construction of Space Representation
by: Wang, Haoming, et al.
Published: (2026) -
Spatial Reasoning in Multimodal Large Language Models: A Survey of Tasks, Benchmarks and Methods
by: Liu, Weichen, et al.
Published: (2025)