Relevance-aware Multi-context Contrastive Decoding for Retrieval-augmented Visual Question Answering
Fuente:
arXiv
Saved in:
| Main Authors: | Kim, Jongha, Ko, Byungoh, Na, Jeehye, Yoon, Jinsung, Kim, Hyunwoo J. |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
TabFlash: Efficient Table Understanding with Progressive Question Conditioning and Token Focusing
by: Kim, Jongha, et al.
Published: (2025)
by: Kim, Jongha, et al.
Published: (2025)
DocPrune:Efficient Document Question Answering via Background, Question, and Comprehension-aware Token Pruning
by: Choi, Joonmyung, et al.
Published: (2026)
by: Choi, Joonmyung, et al.
Published: (2026)
VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Captioning
by: Lee, Ji Soo, et al.
Published: (2025)
by: Lee, Ji Soo, et al.
Published: (2025)
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO
by: Park, Jinyoung, et al.
Published: (2025)
by: Park, Jinyoung, et al.
Published: (2025)
Captioning for Text-Video Retrieval via Dual-Group Direct Preference Optimization
by: Lee, Ji Soo, et al.
Published: (2025)
by: Lee, Ji Soo, et al.
Published: (2025)
II-MMR: Identifying and Improving Multi-modal Multi-hop Reasoning in Visual Question Answering
by: Kil, Jihyung, et al.
Published: (2024)
by: Kil, Jihyung, et al.
Published: (2024)
ChitroJera: A Regionally Relevant Visual Question Answering Dataset for Bangla
by: Barua, Deeparghya Dutta, et al.
Published: (2024)
by: Barua, Deeparghya Dutta, et al.
Published: (2024)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection
by: Kim, Jongha, et al.
Published: (2024)
by: Kim, Jongha, et al.
Published: (2024)
Representation Shift: Unifying Token Compression with FlashAttention
by: Choi, Joonmyung, et al.
Published: (2025)
by: Choi, Joonmyung, et al.
Published: (2025)
Hallucination Benchmark in Medical Visual Question Answering
by: Wu, Jinge, et al.
Published: (2024)
by: Wu, Jinge, et al.
Published: (2024)
Selectively Answering Visual Questions
by: Eisenschlos, Julian Martin, et al.
Published: (2024)
by: Eisenschlos, Julian Martin, et al.
Published: (2024)
DocLens : A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding
by: Zhu, Dawei, et al.
Published: (2025)
by: Zhu, Dawei, et al.
Published: (2025)
MOTOR: Multimodal Optimal Transport via Grounded Retrieval in Medical Visual Question Answering
by: Shaaban, Mai A., et al.
Published: (2025)
by: Shaaban, Mai A., et al.
Published: (2025)
Pretraining Vision-Language Model for Difference Visual Question Answering in Longitudinal Chest X-rays
by: Cho, Yeongjae, et al.
Published: (2024)
by: Cho, Yeongjae, et al.
Published: (2024)
Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering
by: Lim, Su Hyeon, et al.
Published: (2024)
by: Lim, Su Hyeon, et al.
Published: (2024)
Generalizing Visual Question Answering from Synthetic to Human-Written Questions via a Chain of QA with a Large Language Model
by: Kim, Taehee, et al.
Published: (2024)
by: Kim, Taehee, et al.
Published: (2024)
PDF-MVQA: A Dataset for Multimodal Information Retrieval in PDF-based Visual Question Answering
by: Ding, Yihao, et al.
Published: (2024)
by: Ding, Yihao, et al.
Published: (2024)
Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines
by: Long, Xinwei, et al.
Published: (2025)
by: Long, Xinwei, et al.
Published: (2025)
Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions
by: Acuna, David, et al.
Published: (2025)
by: Acuna, David, et al.
Published: (2025)
A Gaze-grounded Visual Question Answering Dataset for Clarifying Ambiguous Japanese Questions
by: Inadumi, Shun, et al.
Published: (2024)
by: Inadumi, Shun, et al.
Published: (2024)
CommVQA: Situating Visual Question Answering in Communicative Contexts
by: Naik, Nandita Shankar, et al.
Published: (2024)
by: Naik, Nandita Shankar, et al.
Published: (2024)
Multimodal Integration of Human-Like Attention in Visual Question Answering
by: Sood, Ekta, et al.
Published: (2021)
by: Sood, Ekta, et al.
Published: (2021)
Advancing Vietnamese Visual Question Answering with Transformer and Convolutional Integration
by: Nguyen, Ngoc Son, et al.
Published: (2024)
by: Nguyen, Ngoc Son, et al.
Published: (2024)
GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering
by: Ma, Ziyu, et al.
Published: (2024)
by: Ma, Ziyu, et al.
Published: (2024)
Joint Extraction Matters: Prompt-Based Visual Question Answering for Multi-Field Document Information Extraction
by: Loem, Mengsay, et al.
Published: (2025)
by: Loem, Mengsay, et al.
Published: (2025)
Context-aware Visual Storytelling with Visual Prefix Tuning and Contrastive Learning
by: Song, Yingjin, et al.
Published: (2024)
by: Song, Yingjin, et al.
Published: (2024)
Computed Tomography Visual Question Answering with Cross-modal Feature Graphing
by: Tian, Yuanhe, et al.
Published: (2025)
by: Tian, Yuanhe, et al.
Published: (2025)
Large Vision-Language Models for Remote Sensing Visual Question Answering
by: Siripong, Surasakdi, et al.
Published: (2024)
by: Siripong, Surasakdi, et al.
Published: (2024)
Design as Desired: Utilizing Visual Question Answering for Multimodal Pre-training
by: Su, Tongkun, et al.
Published: (2024)
by: Su, Tongkun, et al.
Published: (2024)
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering
by: Awal, Rabiul, et al.
Published: (2023)
by: Awal, Rabiul, et al.
Published: (2023)
AIM: Asymmetric Information Masking for Visual Question Answering Continual Learning
by: Zhang, Peifeng, et al.
Published: (2026)
by: Zhang, Peifeng, et al.
Published: (2026)
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation
by: Peng, Daowan, et al.
Published: (2025)
by: Peng, Daowan, et al.
Published: (2025)
Towards Perceiving Small Visual Details in Zero-shot Visual Question Answering with Multimodal LLMs
by: Zhang, Jiarui, et al.
Published: (2023)
by: Zhang, Jiarui, et al.
Published: (2023)
ContextMix: A context-aware data augmentation method for industrial visual inspection systems
by: Kim, Hyungmin, et al.
Published: (2024)
by: Kim, Hyungmin, et al.
Published: (2024)
Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting
by: Cai, Chen, et al.
Published: (2024)
by: Cai, Chen, et al.
Published: (2024)
How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking
by: Ahmed, Rafid, et al.
Published: (2026)
by: Ahmed, Rafid, et al.
Published: (2026)
LaPA: Latent Prompt Assist Model For Medical Visual Question Answering
by: Gu, Tiancheng, et al.
Published: (2024)
by: Gu, Tiancheng, et al.
Published: (2024)
Fusion of Domain-Adapted Vision and Language Models for Medical Visual Question Answering
by: Ha, Cuong Nhat, et al.
Published: (2024)
by: Ha, Cuong Nhat, et al.
Published: (2024)
Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey
by: Kuang, Jiayi, et al.
Published: (2024)
by: Kuang, Jiayi, et al.
Published: (2024)
Grounding Chest X-Ray Visual Question Answering with Generated Radiology Reports
by: Serra, Francesco Dalla, et al.
Published: (2025)
by: Serra, Francesco Dalla, et al.
Published: (2025)
Similar Items
-
TabFlash: Efficient Table Understanding with Progressive Question Conditioning and Token Focusing
by: Kim, Jongha, et al.
Published: (2025) -
DocPrune:Efficient Document Question Answering via Background, Question, and Comprehension-aware Token Pruning
by: Choi, Joonmyung, et al.
Published: (2026) -
VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Captioning
by: Lee, Ji Soo, et al.
Published: (2025) -
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO
by: Park, Jinyoung, et al.
Published: (2025) -
Captioning for Text-Video Retrieval via Dual-Group Direct Preference Optimization
by: Lee, Ji Soo, et al.
Published: (2025)