MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization
Fuente:
arXiv
Saved in:
| Main Authors: | Lyu, Yougang, Yan, Lingyong, Wang, Zihan, Yin, Dawei, Ren, Pengjie, de Rijke, Maarten, Ren, Zhaochun |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models
by: Lyu, Yougang, et al.
Published: (2024)
by: Lyu, Yougang, et al.
Published: (2024)
Cognitive Biases in Large Language Models for News Recommendation
by: Lyu, Yougang, et al.
Published: (2024)
by: Lyu, Yougang, et al.
Published: (2024)
DeepShop: A Benchmark for Deep Research Shopping Agents
by: Lyu, Yougang, et al.
Published: (2025)
by: Lyu, Yougang, et al.
Published: (2025)
Retrieval Models Aren't Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models
by: Shi, Zhengliang, et al.
Published: (2025)
by: Shi, Zhengliang, et al.
Published: (2025)
PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization
by: Wu, Jiayi, et al.
Published: (2024)
by: Wu, Jiayi, et al.
Published: (2024)
A Cooperative Multi-Agent Framework for Zero-Shot Named Entity Recognition
by: Wang, Zihan, et al.
Published: (2025)
by: Wang, Zihan, et al.
Published: (2025)
Divide-Then-Aggregate: An Efficient Tool Learning Method via Parallel Tool Invocation
by: Zhu, Dongsheng, et al.
Published: (2025)
by: Zhu, Dongsheng, et al.
Published: (2025)
Joint Flashback Adaptation for Forgetting-Resistant Instruction Tuning
by: Zhao, Yukun, et al.
Published: (2025)
by: Zhao, Yukun, et al.
Published: (2025)
Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers
by: Shi, Zhengliang, et al.
Published: (2025)
by: Shi, Zhengliang, et al.
Published: (2025)
Self-Adaptive Cognitive Debiasing for Large Language Models in Decision-Making
by: Lyu, Yougang, et al.
Published: (2025)
by: Lyu, Yougang, et al.
Published: (2025)
Towards Empathetic Conversational Recommender Systems
by: Zhang, Xiaoyu, et al.
Published: (2024)
by: Zhang, Xiaoyu, et al.
Published: (2024)
Knowing What LLMs DO NOT Know: A Simple Yet Effective Self-Detection Method
by: Zhao, Yukun, et al.
Published: (2023)
by: Zhao, Yukun, et al.
Published: (2023)
Information Discovery in e-Commerce
by: Ren, Zhaochun, et al.
Published: (2024)
by: Ren, Zhaochun, et al.
Published: (2024)
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents
by: Sun, Weiwei, et al.
Published: (2023)
by: Sun, Weiwei, et al.
Published: (2023)
Generative Retrieval as Multi-Vector Dense Retrieval
by: Wu, Shiguang, et al.
Published: (2024)
by: Wu, Shiguang, et al.
Published: (2024)
GRAF: Multi-turn Jailbreaking via Global Refinement and Active Fabrication
by: Tang, Hua, et al.
Published: (2025)
by: Tang, Hua, et al.
Published: (2025)
Learning to Use Tools via Cooperative and Interactive Agents
by: Shi, Zhengliang, et al.
Published: (2024)
by: Shi, Zhengliang, et al.
Published: (2024)
The Real, the Better: Aligning Large Language Models with Online Human Behaviors
by: Jiang, Guanying, et al.
Published: (2024)
by: Jiang, Guanying, et al.
Published: (2024)
Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization
by: Wu, Jiulong, et al.
Published: (2025)
by: Wu, Jiulong, et al.
Published: (2025)
Belief-Calibrated Multi-Agent Consensus Seeking for Complex NLP Tasks
by: Deng, Wentao, et al.
Published: (2025)
by: Deng, Wentao, et al.
Published: (2025)
Self-Supervised Position Debiasing for Large Language Models
by: Liu, Zhongkun, et al.
Published: (2024)
by: Liu, Zhongkun, et al.
Published: (2024)
Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding
by: Song, Feifan, et al.
Published: (2025)
by: Song, Feifan, et al.
Published: (2025)
Enhancing RAG Efficiency with Adaptive Context Compression
by: Guo, Shuyu, et al.
Published: (2025)
by: Guo, Shuyu, et al.
Published: (2025)
Improving the Robustness of Large Language Models via Consistency Alignment
by: Zhao, Yukun, et al.
Published: (2024)
by: Zhao, Yukun, et al.
Published: (2024)
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models
by: Shi, Zhengliang, et al.
Published: (2025)
by: Shi, Zhengliang, et al.
Published: (2025)
Anchored Preference Optimization and Contrastive Revisions: Addressing Underspecification in Alignment
by: D'Oosterlinck, Karel, et al.
Published: (2024)
by: D'Oosterlinck, Karel, et al.
Published: (2024)
ReportLogic: Evaluating Logical Quality in Deep Research Reports
by: Zhao, Jujia, et al.
Published: (2026)
by: Zhao, Jujia, et al.
Published: (2026)
Weak-to-Strong Reasoning
by: Yang, Yuqing, et al.
Published: (2024)
by: Yang, Yuqing, et al.
Published: (2024)
Relative Preference Optimization: Enhancing LLM Alignment through Contrasting Responses across Identical and Diverse Prompts
by: Yin, Yueqin, et al.
Published: (2024)
by: Yin, Yueqin, et al.
Published: (2024)
Learning to Ask: Conversational Product Search via Representation Learning
by: Zou, Jie, et al.
Published: (2024)
by: Zou, Jie, et al.
Published: (2024)
Multi-Preference Optimization: Generalizing DPO via Set-Level Contrasts
by: Gupta, Taneesh, et al.
Published: (2024)
by: Gupta, Taneesh, et al.
Published: (2024)
Thinking Forward and Backward: Multi-Objective Reinforcement Learning for Retrieval-Augmented Reasoning
by: Wei, Wenda, et al.
Published: (2025)
by: Wei, Wenda, et al.
Published: (2025)
Reinforced Efficient Reasoning via Semantically Diverse Exploration
by: Zhao, Ziqi, et al.
Published: (2026)
by: Zhao, Ziqi, et al.
Published: (2026)
When Weak LLMs Speak with Confidence, Preference Alignment Gets Stronger
by: Afzali, Amirabbas, et al.
Published: (2026)
by: Afzali, Amirabbas, et al.
Published: (2026)
Preference Ranking Optimization for Human Alignment
by: Song, Feifan, et al.
Published: (2023)
by: Song, Feifan, et al.
Published: (2023)
Decoupling Strategy and Execution in Task-Focused Dialogue via Goal-Oriented Preference Optimization
by: Xu, Jingyi, et al.
Published: (2026)
by: Xu, Jingyi, et al.
Published: (2026)
Improving Factual Consistency of News Summarization by Contrastive Preference Optimization
by: Feng, Huawen, et al.
Published: (2023)
by: Feng, Huawen, et al.
Published: (2023)
QFMTS: Generating Query-Focused Summaries over Multi-Table Inputs
by: Zhang, Weijia, et al.
Published: (2024)
by: Zhang, Weijia, et al.
Published: (2024)
Beyond Monolithic Architectures: A Multi-Agent Search and Knowledge Optimization Framework for Agentic Search
by: Chen, Yiqun, et al.
Published: (2026)
by: Chen, Yiqun, et al.
Published: (2026)
Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems
by: Zhu, Minghang, et al.
Published: (2025)
by: Zhu, Minghang, et al.
Published: (2025)
Similar Items
-
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models
by: Lyu, Yougang, et al.
Published: (2024) -
Cognitive Biases in Large Language Models for News Recommendation
by: Lyu, Yougang, et al.
Published: (2024) -
DeepShop: A Benchmark for Deep Research Shopping Agents
by: Lyu, Yougang, et al.
Published: (2025) -
Retrieval Models Aren't Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models
by: Shi, Zhengliang, et al.
Published: (2025) -
PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization
by: Wu, Jiayi, et al.
Published: (2024)