RaCoT: Plug-and-Play Contrastive Example Generation Mechanism for Enhanced LLM Reasoning Reliability
Fuente:
arXiv
Saved in:
| Main Authors: | Cai, Kaitong, Zhang, Jusheng, Fan, Yijia, Yang, Jing, Wang, Keze |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
Causal Invariance and Counterfactual Learning Driven Cooperative Game for Multi-Label Classification
by: Fan, Yijia, et al.
Published: (2025)
by: Fan, Yijia, et al.
Published: (2025)
Kolmogorov-Arnold Fourier Networks
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
CF-VLM:CounterFactual Vision-Language Fine-tuning
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
Guardian: Decoupling Exploration from Safety in Reinforcement Learning
by: Cai, Kaitong, et al.
Published: (2025)
by: Cai, Kaitong, et al.
Published: (2025)
Learning Dynamics of VLM Finetuning
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
MAT-Agent: Adaptive Multi-Agent Training Optimization
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
Cost-Effective Communication: An Auction-based Method for Language Agent Interaction
by: Fan, Yijia, et al.
Published: (2025)
by: Fan, Yijia, et al.
Published: (2025)
Agent-GSPO: Communication-Efficient Multi-Agent Systems via Group Sequence Policy Optimization
by: Fan, Yijia, et al.
Published: (2025)
by: Fan, Yijia, et al.
Published: (2025)
Backward-Friendly Optimization: Training Large Language Models with Approximate Gradients under Memory Constraints
by: Yang, Jing, et al.
Published: (2025)
by: Yang, Jing, et al.
Published: (2025)
Spectral Gating Networks
by: Zhang, Jusheng, et al.
Published: (2026)
by: Zhang, Jusheng, et al.
Published: (2026)
Why Keep Your Doubts to Yourself? Trading Visual Uncertainties in Multi-Agent Bandit Systems
by: Zhang, Jusheng, et al.
Published: (2026)
by: Zhang, Jusheng, et al.
Published: (2026)
Top-Down Semantic Refinement for Image Captioning
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
PTTA: A Pure Text-to-Animation Framework for High-Quality Creation
by: Chen, Ruiqi, et al.
Published: (2025)
by: Chen, Ruiqi, et al.
Published: (2025)
DrDiff: Dynamic Routing Diffusion with Hierarchical Attention for Breaking the Efficiency-Quality Trade-off
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
Process-of-Thought Reasoning for Videos
by: Zhang, Jusheng, et al.
Published: (2026)
by: Zhang, Jusheng, et al.
Published: (2026)
HybridToken-VLM: Hybrid Token Compression for Vision-Language Models
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
MM-CoT:A Benchmark for Probing Visual Chain-of-Thought Reasoning in Multimodal Models
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
Failure-Driven Workflow Refinement
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
AgriWorld:A World Tools Protocol Framework for Verifiable Agricultural Reasoning with Code-Executing LLM Agents
by: Zhang, Zhixing, et al.
Published: (2026)
by: Zhang, Zhixing, et al.
Published: (2026)
3D-Agent:Tri-Modal Multi-Agent Collaboration for Scalable 3D Object Annotation
by: Zhang, Jusheng, et al.
Published: (2026)
by: Zhang, Jusheng, et al.
Published: (2026)
RevFFN: Memory-Efficient Full-Parameter Fine-Tuning of Mixture-of-Experts LLMs with Reversible Blocks
by: Liu, Ningyuan, et al.
Published: (2025)
by: Liu, Ningyuan, et al.
Published: (2025)
LLM-CAS: Dynamic Neuron Perturbation for Real-Time Hallucination Correction
by: Zhang, Jensen, et al.
Published: (2025)
by: Zhang, Jensen, et al.
Published: (2025)
GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
3DAlign-DAER: Dynamic Attention Policy and Efficient Retrieval Strategy for Fine-grained 3D-Text Alignment at Scale
by: Fan, Yijia, et al.
Published: (2025)
by: Fan, Yijia, et al.
Published: (2025)
CoAgent: Collaborative Planning and Consistency Agent for Coherent Video Generation
by: Zeng, Qinglin, et al.
Published: (2025)
by: Zeng, Qinglin, et al.
Published: (2025)
ResAgent: Entropy-based Prior Point Discovery and Visual Reasoning for Referring Expression Segmentation
by: Wang, Yihao, et al.
Published: (2026)
by: Wang, Yihao, et al.
Published: (2026)
Rational ANOVA Networks
by: Zhang, Jusheng, et al.
Published: (2026)
by: Zhang, Jusheng, et al.
Published: (2026)
FlashVLM: Text-Guided Visual Token Selection for Large Multimodal Models
by: Cai, Kaitong, et al.
Published: (2025)
by: Cai, Kaitong, et al.
Published: (2025)
KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
Self-Rewarded Multimodal Coherent Reasoning Across Diverse Visual Domains
by: Zhang, Jesen, et al.
Published: (2025)
by: Zhang, Jesen, et al.
Published: (2025)
Reflective Confidence: Correcting Reasoning Flaws via Online Self-Correction
by: Zeng, Qinglin, et al.
Published: (2025)
by: Zeng, Qinglin, et al.
Published: (2025)
HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution
by: Tang, Jinzhou, et al.
Published: (2025)
by: Tang, Jinzhou, et al.
Published: (2025)
Not the Example, but the Process: How Self-Generated Examples Enhance LLM Reasoning
by: Gwak, Daehoon, et al.
Published: (2026)
by: Gwak, Daehoon, et al.
Published: (2026)
Large Language Models as Discounted Bayesian Filters
by: Zhang, Jensen, et al.
Published: (2025)
by: Zhang, Jensen, et al.
Published: (2025)
A Scalable Curiosity-Driven Game-Theoretic Framework for Long-Tail Multi-Label Learning in Data Mining
by: Yang, Jing, et al.
Published: (2026)
by: Yang, Jing, et al.
Published: (2026)
Seirênes: Adversarial Self-Play with Evolving Distractions for LLM Reasoning
by: Zhang, Chi, et al.
Published: (2026)
by: Zhang, Chi, et al.
Published: (2026)
Plug-and-Play Dramaturge: A Divide-and-Conquer Approach for Iterative Narrative Script Refinement via Collaborative LLM Agents
by: Xie, Wenda, et al.
Published: (2025)
by: Xie, Wenda, et al.
Published: (2025)
ORACLE: Optimizing Reasoning Abilities of Large Language Models via Constraint-Led Synthetic Data Elicitation
by: Yang, Zhuojie, et al.
Published: (2026)
by: Yang, Zhuojie, et al.
Published: (2026)
Adaptive Contrast Adjustment Module: A Clinically-Inspired Plug-and-Play Approach for Enhanced Fetal Plane Classification
by: Chen, Yang, et al.
Published: (2025)
by: Chen, Yang, et al.
Published: (2025)
Similar Items
-
OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration
by: Zhang, Jusheng, et al.
Published: (2025) -
Causal Invariance and Counterfactual Learning Driven Cooperative Game for Multi-Label Classification
by: Fan, Yijia, et al.
Published: (2025) -
Kolmogorov-Arnold Fourier Networks
by: Zhang, Jusheng, et al.
Published: (2025) -
CF-VLM:CounterFactual Vision-Language Fine-tuning
by: Zhang, Jusheng, et al.
Published: (2025) -
Guardian: Decoupling Exploration from Safety in Reinforcement Learning
by: Cai, Kaitong, et al.
Published: (2025)