Copertina

Reasoning Pattern Alignment Merging for Adaptive Reasoning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhong, Zhaofeng, Yuan, Wei, Chen, Tong, Zhao, Xiangyu, Nguyen, Quoc Viet Hung, Yin, Hongzhi
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computation and Language Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

TableDART: Dynamic Adaptive Multi-Modal Routing for Table Understanding
di: Xing, Xiaobo, et al.
Pubblicazione: (2025)

When Text-as-Vision Meets Semantic IDs in Generative Recommendation: An Empirical Study
di: Qiao, Shutong, et al.
Pubblicazione: (2026)

FINER-SQL: Boosting Small Language Models for Text-to-SQL
di: Hoang, Thanh Dat, et al.
Pubblicazione: (2026)

A Multi-agent Text2SQL Framework using Small Language Models and Execution Feedback
di: Hoang, Thanh Dat, et al.
Pubblicazione: (2025)

Reasoning Planning for Language Models
di: Nguyen, Bao, et al.
Pubblicazione: (2025)

Training-free LLM Merging for Multi-task Learning
di: Fu, Zichuan, et al.
Pubblicazione: (2025)

ReasonAny: Incorporating Reasoning Capability to Any Model via Simple and Effective Model Merging
di: Yang, Junyao, et al.
Pubblicazione: (2026)

Bridging the Reasoning Gap in Vietnamese with Small Language Models via Test-Time Scaling
di: Trung, Bui The, et al.
Pubblicazione: (2026)

Do as I can, not as I get
di: Zheng, Shangfei, et al.
Pubblicazione: (2023)

AdapTime: Enabling Adaptive Temporal Reasoning in Large Language Models
di: Deng, Yimin, et al.
Pubblicazione: (2026)

Reinforced Context Order Recovery for Adaptive Reasoning and Planning
di: Ma, Long, et al.
Pubblicazione: (2025)

RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior
di: Yang, Junyao, et al.
Pubblicazione: (2025)

Adaptive Stopping for Multi-Turn LLM Reasoning
di: Zhou, Xiaofan, et al.
Pubblicazione: (2026)

StepWiser: Stepwise Generative Judges for Wiser Reasoning
di: Xiong, Wei, et al.
Pubblicazione: (2025)

Pruning via Merging: Compressing LLMs via Manifold Alignment Based Layer Merging
di: Liu, Deyuan, et al.
Pubblicazione: (2024)

How Do Answer Tokens Read Reasoning Traces? Self-Reading Patterns in Thinking LLMs for Quantitative Reasoning
di: Chen, Haoyang, et al.
Pubblicazione: (2026)

Controllable and Stealthy Shilling Attacks via Dispersive Latent Diffusion
di: Qiao, Shutong, et al.
Pubblicazione: (2025)

Cognitive Alignment in Personality Reasoning: Leveraging Prototype Theory for MBTI Inference
di: Li, Haoyuan, et al.
Pubblicazione: (2025)

Multi-objective Evolutionary Merging Enables Efficient Reasoning Models
di: Iacobelli, Mario, et al.
Pubblicazione: (2026)

Reasoning Pattern Matters: Learning to Reason without Human Rationales
di: Pang, Chaoxu, et al.
Pubblicazione: (2025)

Cost-Effective Model Evaluation with Meta-Learning
di: Pham, Trinh, et al.
Pubblicazione: (2026)

Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving
di: Xu, Xin, et al.
Pubblicazione: (2025)

Spectral Neuro-Symbolic Reasoning II: Semantic Node Merging, Entailment Filtering, and Knowledge Graph Alignment
di: Kiruluta, Andrew, et al.
Pubblicazione: (2025)

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent
di: Huang, Ziyang, et al.
Pubblicazione: (2025)

Self-Guided Defense: Adaptive Safety Alignment for Reasoning Models via Synthesized Guidelines
di: Wang, Yuhang, et al.
Pubblicazione: (2025)

Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge
di: Tang, Yao, et al.
Pubblicazione: (2026)

An Efficient and Effective Evaluator for Text2SQL Models on Unseen and Unlabeled Data
di: Pham, Trinh, et al.
Pubblicazione: (2026)

Adapter Merging Reactivates Latent Reasoning Traces: A Mechanism Analysis
di: Zou, Junyi
Pubblicazione: (2026)

SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment
di: Fan, Yuchun, et al.
Pubblicazione: (2025)

Case-Based Calibration of Adaptive Reasoning and Execution for LLM Tool Use
di: Pang, Renning, et al.
Pubblicazione: (2026)

AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning
di: Zhong, Yiwu, et al.
Pubblicazione: (2024)

Answering the Unanswerable Is to Err Knowingly: Analyzing and Mitigating Abstention Failures in Large Reasoning Models
di: Liu, Yi, et al.
Pubblicazione: (2025)

Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning
di: Zhou, Jianpeng, et al.
Pubblicazione: (2023)

NEU-ESC: A Comprehensive Vietnamese dataset for Educational Sentiment analysis and topic Classification toward multitask learning
di: Mai, Phan Quoc Hung, et al.
Pubblicazione: (2025)

Elicit and Enhance: Advancing Multimodal Reasoning in Medical Scenarios
di: Huang, Zhongzhen, et al.
Pubblicazione: (2025)

The Thinking Spectrum: An Empirical Study of Tunable Reasoning in LLMs through Model Merging
di: Lan, Xiaochong, et al.
Pubblicazione: (2025)

Dynamic Thinking-Token Selection for Efficient Reasoning in Large Reasoning Models
di: Guo, Zhenyuan, et al.
Pubblicazione: (2026)

Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities
di: Zhao, Weixiang, et al.
Pubblicazione: (2025)

MemeMind: A Large-Scale Multimodal Dataset with Chain-of-Thought Reasoning for Harmful Meme Detection
di: Gu, Hexiang, et al.
Pubblicazione: (2025)

Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks
di: Wu, Zhaofeng, et al.
Pubblicazione: (2023)