EACO: Enhancing Alignment in Multimodal LLMs via Critical Observation
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Yongxin, Cao, Meng, Lin, Haokun, Han, Mingfei, Ma, Liang, Jiang, Jin, Cheng, Yuhao, Liang, Xiaodan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs
by: Yun, Sukmin, et al.
Published: (2024)
by: Yun, Sukmin, et al.
Published: (2024)
PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly
by: Ma, Liang, et al.
Published: (2025)
by: Ma, Liang, et al.
Published: (2025)
Quantifying In-Context Reasoning Effects and Memorization Effects in LLMs
by: Lou, Siyu, et al.
Published: (2024)
by: Lou, Siyu, et al.
Published: (2024)
EvolveNav: Empowering LLM-Based Vision-Language Navigation via Self-Improving Embodied Reasoning
by: Lin, Bingqian, et al.
Published: (2025)
by: Lin, Bingqian, et al.
Published: (2025)
CorNav: Autonomous Agent with Self-Corrected Planning for Zero-Shot Vision-and-Language Navigation
by: Liang, Xiwen, et al.
Published: (2023)
by: Liang, Xiwen, et al.
Published: (2023)
Unseen from Seen: Rewriting Observation-Instruction Using Foundation Models for Augmenting Vision-Language Navigation
by: Wei, Ziming, et al.
Published: (2025)
by: Wei, Ziming, et al.
Published: (2025)
Understanding Alignment in Multimodal LLMs: A Comprehensive Study
by: Amirloo, Elmira, et al.
Published: (2024)
by: Amirloo, Elmira, et al.
Published: (2024)
Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs
by: Zheng, Huan, et al.
Published: (2026)
by: Zheng, Huan, et al.
Published: (2026)
Towards Patronizing and Condescending Language in Chinese Videos: A Multimodal Dataset and Detector
by: Wang, Hongbo, et al.
Published: (2024)
by: Wang, Hongbo, et al.
Published: (2024)
Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry
by: Hou, Wenjun, et al.
Published: (2024)
by: Hou, Wenjun, et al.
Published: (2024)
Implicit Multimodal Alignment: On the Generalization of Frozen LLMs to Multimodal Inputs
by: Shukor, Mustafa, et al.
Published: (2024)
by: Shukor, Mustafa, et al.
Published: (2024)
C2-Evo: Co-Evolving Multimodal Data and Model for Self-Improving Reasoning
by: Chen, Xiuwei, et al.
Published: (2025)
by: Chen, Xiuwei, et al.
Published: (2025)
Vision Enhancing LLMs: Empowering Multimodal Knowledge Storage and Sharing in LLMs
by: Li, Yunxin, et al.
Published: (2023)
by: Li, Yunxin, et al.
Published: (2023)
Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think
by: Chen, Liang, et al.
Published: (2025)
by: Chen, Liang, et al.
Published: (2025)
ZALM3: Zero-Shot Enhancement of Vision-Language Alignment via In-Context Information in Multi-Turn Multimodal Medical Dialogue
by: Li, Zhangpu, et al.
Published: (2024)
by: Li, Zhangpu, et al.
Published: (2024)
Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective
by: Yue, Zihao, et al.
Published: (2024)
by: Yue, Zihao, et al.
Published: (2024)
Mitigating Object and Action Hallucinations in Multimodal LLMs via Self-Augmented Contrastive Alignment
by: Chang, Kai-Po, et al.
Published: (2025)
by: Chang, Kai-Po, et al.
Published: (2025)
Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding
by: Zeng, Tong, et al.
Published: (2025)
by: Zeng, Tong, et al.
Published: (2025)
Correctable Landmark Discovery via Large Models for Vision-Language Navigation
by: Lin, Bingqian, et al.
Published: (2024)
by: Lin, Bingqian, et al.
Published: (2024)
IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs
by: Ma, David, et al.
Published: (2025)
by: Ma, David, et al.
Published: (2025)
NavCoT: Boosting LLM-Based Vision-and-Language Navigation via Learning Disentangled Reasoning
by: Lin, Bingqian, et al.
Published: (2024)
by: Lin, Bingqian, et al.
Published: (2024)
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment
by: Zhang, Yi-Fan, et al.
Published: (2025)
by: Zhang, Yi-Fan, et al.
Published: (2025)
SO-Bench: A Structural Output Evaluation of Multimodal LLMs
by: Feng, Di, et al.
Published: (2025)
by: Feng, Di, et al.
Published: (2025)
Seeing through Imagination: Learning Scene Geometry via Implicit Spatial World Modeling
by: Cao, Meng, et al.
Published: (2025)
by: Cao, Meng, et al.
Published: (2025)
From Reasoning to Pixels: Benchmarking the Alignment Gap in Unified Multimodal Models
by: Yang, Cheng, et al.
Published: (2026)
by: Yang, Cheng, et al.
Published: (2026)
IE-Critic-R1: Advancing the Explanatory Measurement of Text-Driven Image Editing for Human Perception Alignment
by: Qu, Bowen, et al.
Published: (2025)
by: Qu, Bowen, et al.
Published: (2025)
DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models
by: Liu, Jianyu, et al.
Published: (2025)
by: Liu, Jianyu, et al.
Published: (2025)
Getting More Juice Out of Your Data: Hard Pair Refinement Enhances Visual-Language Models Without Extra Data
by: Wang, Haonan, et al.
Published: (2023)
by: Wang, Haonan, et al.
Published: (2023)
StoryAgent: Customized Storytelling Video Generation via Multi-Agent Collaboration
by: Hu, Panwen, et al.
Published: (2024)
by: Hu, Panwen, et al.
Published: (2024)
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge Alignment
by: Li, Yunxin, et al.
Published: (2024)
by: Li, Yunxin, et al.
Published: (2024)
Bridging the Discrete-Continuous Gap: Unified Multimodal Generation via Coupled Manifold Discrete Absorbing Diffusion
by: Xu, Yuanfeng, et al.
Published: (2026)
by: Xu, Yuanfeng, et al.
Published: (2026)
HEED: Density-Weighted Residual Alignment for Hybrid Vision-Language Model Distillation
by: Liang, Yihao, et al.
Published: (2026)
by: Liang, Yihao, et al.
Published: (2026)
CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs
by: Wang, Zirui, et al.
Published: (2024)
by: Wang, Zirui, et al.
Published: (2024)
MMRQA: Signal-Enhanced Multimodal Large Language Models for MRI Quality Assessment
by: Jia, Fankai, et al.
Published: (2025)
by: Jia, Fankai, et al.
Published: (2025)
ShredBench: Evaluating the Semantic Reasoning Capabilities of Multimodal LLMs in Document Reconstruction
by: Guo, Zichun, et al.
Published: (2026)
by: Guo, Zichun, et al.
Published: (2026)
Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts
by: Li, Yunxin, et al.
Published: (2024)
by: Li, Yunxin, et al.
Published: (2024)
Rethinking the Mixture of Vision Encoders Paradigm for Enhanced Visual Understanding in Multimodal LLMs
by: Azadani, Mozhgan Nasr, et al.
Published: (2025)
by: Azadani, Mozhgan Nasr, et al.
Published: (2025)
Structured Preference Optimization for Vision-Language Long-Horizon Task Planning
by: Liang, Xiwen, et al.
Published: (2025)
by: Liang, Xiwen, et al.
Published: (2025)
Analyzing Fine-Grained Alignment and Enhancing Vision Understanding in Multimodal Language Models
by: Jiang, Jiachen, et al.
Published: (2025)
by: Jiang, Jiachen, et al.
Published: (2025)
CofiPara: A Coarse-to-fine Paradigm for Multimodal Sarcasm Target Identification with Large Multimodal Models
by: Lin, Hongzhan, et al.
Published: (2024)
by: Lin, Hongzhan, et al.
Published: (2024)
Similar Items
-
Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs
by: Yun, Sukmin, et al.
Published: (2024) -
PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly
by: Ma, Liang, et al.
Published: (2025) -
Quantifying In-Context Reasoning Effects and Memorization Effects in LLMs
by: Lou, Siyu, et al.
Published: (2024) -
EvolveNav: Empowering LLM-Based Vision-Language Navigation via Self-Improving Embodied Reasoning
by: Lin, Bingqian, et al.
Published: (2025) -
CorNav: Autonomous Agent with Self-Corrected Planning for Zero-Shot Vision-and-Language Navigation
by: Liang, Xiwen, et al.
Published: (2023)