Reasoning Palette: Modulating Reasoning via Latent Contextualization for Controllable Exploration for (V)LMs
Fuente:
arXiv
Saved in:
| Main Authors: | Long, Rujiao, Li, Yang, Zhang, Xingyao, Wang, Weixun, Lin, Tianqianjin, Zhao, Xi, Xu, Yuchi, Su, Wenbo, Yan, Junchi, Zheng, Bo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
RAVR: Reference-Answer-guided Variational Reasoning for Large Language Models
by: Lin, Tianqianjin, et al.
Published: (2025)
by: Lin, Tianqianjin, et al.
Published: (2025)
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation
by: Luo, Yijia, et al.
Published: (2025)
by: Luo, Yijia, et al.
Published: (2025)
Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization
by: Li, Yang, et al.
Published: (2025)
by: Li, Yang, et al.
Published: (2025)
SpiralFormer: Looped Transformers Can Learn Hierarchical Dependencies via Multi-Resolution Recursion
by: Yu, Chengting, et al.
Published: (2026)
by: Yu, Chengting, et al.
Published: (2026)
One Sample to Rule Them All: Extreme Data Efficiency in Multidiscipline Reasoning with Reinforcement Learning
by: Li, Yiyuan, et al.
Published: (2026)
by: Li, Yiyuan, et al.
Published: (2026)
Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning?
by: He, Yancheng, et al.
Published: (2025)
by: He, Yancheng, et al.
Published: (2025)
MeSH: Memory-as-State-Highways for Recursive Transformers
by: Yu, Chengting, et al.
Published: (2025)
by: Yu, Chengting, et al.
Published: (2025)
From Harm to Help: Turning Reasoning In-Context Demos into Assets for Reasoning LMs
by: Wang, Haonan, et al.
Published: (2025)
by: Wang, Haonan, et al.
Published: (2025)
Great Memory, Shallow Reasoning: Limits of $k$NN-LMs
by: Geng, Shangyi, et al.
Published: (2024)
by: Geng, Shangyi, et al.
Published: (2024)
Beyond Safe Answers: A Benchmark for Evaluating True Risk Awareness in Large Reasoning Models
by: Zheng, Baihui, et al.
Published: (2025)
by: Zheng, Baihui, et al.
Published: (2025)
DESIGNER: Design-Logic-Guided Multidisciplinary Data Synthesis for LLM Reasoning
by: Liu, Weize, et al.
Published: (2025)
by: Liu, Weize, et al.
Published: (2025)
ProgCo: Program Helps Self-Correction of Large Language Models
by: Song, Xiaoshuai, et al.
Published: (2025)
by: Song, Xiaoshuai, et al.
Published: (2025)
Entropy-Aligned Decoding of LMs for Better Writing and Reasoning
by: Ahmed, Kareem, et al.
Published: (2026)
by: Ahmed, Kareem, et al.
Published: (2026)
Cultural Palette: Pluralising Culture Alignment via Multi-agent Palette
by: Yuan, Jiahao, et al.
Published: (2024)
by: Yuan, Jiahao, et al.
Published: (2024)
ARCHE: A Novel Task to Evaluate LLMs on Latent Reasoning Chain Extraction
by: Li, Pengze, et al.
Published: (2025)
by: Li, Pengze, et al.
Published: (2025)
ReLaX: Reasoning with Latent Exploration for Large Reasoning Models
by: Zhang, Shimin, et al.
Published: (2025)
by: Zhang, Shimin, et al.
Published: (2025)
Beyond Binary Rewards: Training LMs to Reason About Their Uncertainty
by: Damani, Mehul, et al.
Published: (2025)
by: Damani, Mehul, et al.
Published: (2025)
BASS: Benchmarking Audio LMs for Musical Structure and Semantic Reasoning
by: Jang, Min, et al.
Published: (2026)
by: Jang, Min, et al.
Published: (2026)
CE-RM: A Pointwise Generative Reward Model Optimized via Two-Stage Rollout and Unified Criteria
by: Hu, Xinyu, et al.
Published: (2026)
by: Hu, Xinyu, et al.
Published: (2026)
MUStReason: A Benchmark for Diagnosing Pragmatic Reasoning in Video-LMs for Multimodal Sarcasm Detection
by: Saha, Anisha, et al.
Published: (2025)
by: Saha, Anisha, et al.
Published: (2025)
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning
by: Wang, Yeyuan, et al.
Published: (2025)
by: Wang, Yeyuan, et al.
Published: (2025)
Dodo: Dynamic Contextual Compression for Decoder-only LMs
by: Qin, Guanghui, et al.
Published: (2023)
by: Qin, Guanghui, et al.
Published: (2023)
Reasoning with Exploration: An Entropy Perspective
by: Cheng, Daixuan, et al.
Published: (2025)
by: Cheng, Daixuan, et al.
Published: (2025)
Parallel Latent Reasoning for Sequential Recommendation
by: Tang, Jiakai, et al.
Published: (2026)
by: Tang, Jiakai, et al.
Published: (2026)
PrefPalette: Personalized Preference Modeling with Latent Attributes
by: Li, Shuyue Stella, et al.
Published: (2025)
by: Li, Shuyue Stella, et al.
Published: (2025)
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs
by: Jeong, Soyeong, et al.
Published: (2025)
by: Jeong, Soyeong, et al.
Published: (2025)
Identity Bridge: Enabling Implicit Reasoning via Shared Latent Memory
by: Lin, Pengxiao, et al.
Published: (2025)
by: Lin, Pengxiao, et al.
Published: (2025)
Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration
by: Zhu, Qinglin, et al.
Published: (2025)
by: Zhu, Qinglin, et al.
Published: (2025)
Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model
by: Wang, Chenfeng, et al.
Published: (2026)
by: Wang, Chenfeng, et al.
Published: (2026)
VDLM: Variable Diffusion LMs via Robust Latent-to-Text Rendering
by: Qu, Shuhui
Published: (2026)
by: Qu, Shuhui
Published: (2026)
Logics-STEM: Empowering LLM Reasoning via Failure-Driven Post-Training and Document Knowledge Enhancement
by: Xu, Mingyu, et al.
Published: (2026)
by: Xu, Mingyu, et al.
Published: (2026)
Speech LLMs are Contextual Reasoning Transcribers
by: Deng, Keqi, et al.
Published: (2026)
by: Deng, Keqi, et al.
Published: (2026)
Leveraging Latent Visual Reasoning in Silence
by: Zhu, Dongyao, et al.
Published: (2026)
by: Zhu, Dongyao, et al.
Published: (2026)
Perception Before Reasoning: Two-Stage Reinforcement Learning for Visual Reasoning in Vision-Language Models
by: Chen, Yan, et al.
Published: (2025)
by: Chen, Yan, et al.
Published: (2025)
DGRO: Enhancing LLM Reasoning via Exploration-Exploitation Control and Reward Variance Management
by: Su, Xuerui, et al.
Published: (2025)
by: Su, Xuerui, et al.
Published: (2025)
Unlocking Reasoning Capabilities in LLMs via Reinforcement Learning Exploration
by: Deng, Wenhao, et al.
Published: (2025)
by: Deng, Wenhao, et al.
Published: (2025)
Filtered Reasoning Score: Evaluating Reasoning Quality on a Model's Most-Confident Traces
by: Pathak, Manas, et al.
Published: (2026)
by: Pathak, Manas, et al.
Published: (2026)
LaTER: Efficient Test-Time Reasoning via Latent Exploration and Explicit Verification
by: Li, Xuan, et al.
Published: (2026)
by: Li, Xuan, et al.
Published: (2026)
Palette Sparsification via FKNP
by: Ashvinkumar, Vikrant, et al.
Published: (2024)
by: Ashvinkumar, Vikrant, et al.
Published: (2024)
ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs
by: He, Feng, et al.
Published: (2025)
by: He, Feng, et al.
Published: (2025)
Similar Items
-
RAVR: Reference-Answer-guided Variational Reasoning for Large Language Models
by: Lin, Tianqianjin, et al.
Published: (2025) -
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation
by: Luo, Yijia, et al.
Published: (2025) -
Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization
by: Li, Yang, et al.
Published: (2025) -
SpiralFormer: Looped Transformers Can Learn Hierarchical Dependencies via Multi-Resolution Recursion
by: Yu, Chengting, et al.
Published: (2026) -
One Sample to Rule Them All: Extreme Data Efficiency in Multidiscipline Reasoning with Reinforcement Learning
by: Li, Yiyuan, et al.
Published: (2026)