Cover Image

MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huang, Junsheng, He, Zhitao, Huang, Yucheng, Polisetty, Sandeep, Wang, Qingyun, Fung, Yi. R
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration
by: He, Zhitao, et al.
Published: (2025)

RebuttalAgent: Strategic Persuasion in Academic Rebuttal via Theory of Mind
by: He, Zhitao, et al.
Published: (2026)

CultureCLIP: Empowering CLIP with Cultural Awareness through Synthetic Images and Contextualized Captions
by: Huang, Yuchen, et al.
Published: (2025)

Few-Shot Joint Multimodal Entity-Relation Extraction via Knowledge-Enhanced Cross-modal Prompt Model
by: Yuan, Li, et al.
Published: (2024)

Let's Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM's Math Capability
by: Wang, Ruida, et al.
Published: (2025)

Enhancing LLM Reliability via Explicit Knowledge Boundary Modeling
by: Zheng, Hang, et al.
Published: (2025)

Unveiling the Lack of LVLM Robustness to Fundamental Visual Variations: Why and Path Forward
by: Fan, Zhiyuan, et al.
Published: (2025)

AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting
by: Huang, Shijue, et al.
Published: (2025)

CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents
by: Liu, Jiayu, et al.
Published: (2025)

Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs
by: Huang, Yuxuan
Published: (2023)

BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs
by: Yang, Junxiao, et al.
Published: (2025)

A Diversity-Enhanced Knowledge Distillation Model for Practical Math Word Problem Solving
by: Zhang, Yi, et al.
Published: (2025)

Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs
by: Xiao, Yilin, et al.
Published: (2025)

Schema-Guided Culture-Aware Complex Event Simulation with Multi-Agent Role-Play
by: Li, Sha, et al.
Published: (2024)

MedEBench: Diagnosing Reliability in Text-Guided Medical Image Editing
by: Liu, Minghao, et al.
Published: (2025)

Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System
by: Wang, Haotian, et al.
Published: (2023)

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains
by: Chen, Zhihui, et al.
Published: (2025)

DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving
by: Tong, Yuxuan, et al.
Published: (2024)

Entropy-Aware Speculative Decoding Toward Improved LLM Reasoning
by: Su, Tiancheng, et al.
Published: (2025)

Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning
by: Liu, Yu, et al.
Published: (2025)

KARL: Mitigating Hallucinations in LLMs via Knowledge-Boundary-Aware Reinforcement Learning
by: Gao, Cheng, et al.
Published: (2026)

StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows
by: Wu, Yiran, et al.
Published: (2024)

Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning
by: Wang, Jianing, et al.
Published: (2023)

ReviewRobot: Explainable Paper Review Generation based on Knowledge Synthesis
by: Wang, Qingyun, et al.
Published: (2020)

RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning
by: Wang, Yu, et al.
Published: (2025)

An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning
by: Chen, Zui, et al.
Published: (2024)

Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement
by: Xi, Zhiheng, et al.
Published: (2023)

An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration
by: Li, Yihao, et al.
Published: (2024)

Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method
by: Wu, Shurui, et al.
Published: (2025)

MAC: A Multi-Agent Framework for Interactive User Clarification in Multi-turn Conversations
by: Acikgoz, Emre Can, et al.
Published: (2025)

CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning
by: Yang, Zukang, et al.
Published: (2024)

ReFlect: An Effective Harness System for Complex Long-Horizon LLM Reasoning
by: Huang, Fan
Published: (2026)

MSSR: Memory-Aware Adaptive Replay for Continual LLM Fine-Tuning
by: Lu, Yiyang, et al.
Published: (2026)

Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering
by: Wen, Zhihua, et al.
Published: (2024)

Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation Learning
by: Kim, Jeonghoon, et al.
Published: (2024)

Joint Multi-Facts Reasoning Network For Complex Temporal Question Answering Over Knowledge Graph
by: Huang, Rikui, et al.
Published: (2024)

Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA
by: Shen, Xiangqing, et al.
Published: (2025)

On the Superimposed Noise Accumulation Problem in Sequential Knowledge Editing of Large Language Models
by: Cao, Ding, et al.
Published: (2025)

SELF-REDRAFT: Eliciting Intrinsic Exploration-Exploitation Balance in Test-Time Scaling for Code Generation
by: Chen, Yixiang, et al.
Published: (2025)

SAKE: Structured Agentic Knowledge Extrapolation for Complex LLM Reasoning via Reinforcement Learning
by: He, Jiashu, et al.
Published: (2025)