Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering
Fuente:
arXiv
Saved in:
| Main Authors: | Alawwad, Hessa, Naseem, Usman, Alhothali, Areej, Alkhathlan, Ali, Jamal, Amani |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Evaluating Multimodal Large Language Models on Educational Textbook Question Answering
by: Alawwad, Hessa A., et al.
Published: (2025)
by: Alawwad, Hessa A., et al.
Published: (2025)
Enhancing textual textbook question answering with large language models and retrieval augmented generation
by: Alawwad, Hessa Abdulrahman, et al.
Published: (2024)
by: Alawwad, Hessa Abdulrahman, et al.
Published: (2024)
HiKEY: Hierarchical Multimodal Retrieval for Open-Domain Document Question Answering
by: Shin, Joongmin, et al.
Published: (2026)
by: Shin, Joongmin, et al.
Published: (2026)
Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
by: Chen, Huiyao, et al.
Published: (2025)
by: Chen, Huiyao, et al.
Published: (2025)
MARA: A Multimodal Adaptive Retrieval-Augmented Framework for Document Question Answering
by: Wu, Hui, et al.
Published: (2026)
by: Wu, Hui, et al.
Published: (2026)
Comparing RAG and GraphRAG for Page-Level Retrieval Question Answering on Math Textbook
by: Chen, Eason, et al.
Published: (2025)
by: Chen, Eason, et al.
Published: (2025)
Beyond Static: Related Questions Retrieval Through Conversations in Community Question Answering
by: Ao, Xiao, et al.
Published: (2026)
by: Ao, Xiao, et al.
Published: (2026)
Zero-shot Multimodal Document Retrieval via Cross-modal Question Generation
by: Choi, Yejin, et al.
Published: (2025)
by: Choi, Yejin, et al.
Published: (2025)
Contri(e)ve: Context + Retrieve for Scholarly Question Answering
by: Shivashankar, Kanchan, et al.
Published: (2024)
by: Shivashankar, Kanchan, et al.
Published: (2024)
A Multi-Source Retrieval Question Answering Framework Based on RAG
by: Wu, Ridong, et al.
Published: (2024)
by: Wu, Ridong, et al.
Published: (2024)
Reference-Aligned Retrieval-Augmented Question Answering over Heterogeneous Proprietary Documents
by: Choi, Nayoung, et al.
Published: (2025)
by: Choi, Nayoung, et al.
Published: (2025)
SF-RAG: Structure-Fidelity Retrieval-Augmented Generation for Academic Question Answering
by: Yu, Rui, et al.
Published: (2026)
by: Yu, Rui, et al.
Published: (2026)
Hierarchical Retrieval with Evidence Curation for Open-Domain Financial Question Answering on Standardized Documents
by: Choe, Jaeyoung, et al.
Published: (2025)
by: Choe, Jaeyoung, et al.
Published: (2025)
A Domain Ontology for Modeling the Book of Purification in Islam
by: Alawwad, Hessa
Published: (2025)
by: Alawwad, Hessa
Published: (2025)
MIXRAG : Mixture-of-Experts Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
by: Liu, Lihui, et al.
Published: (2025)
by: Liu, Lihui, et al.
Published: (2025)
Chunking, Retrieval, and Re-ranking: An Empirical Evaluation of RAG Architectures for Policy Document Question Answering
by: Maharjan, Anuj, et al.
Published: (2026)
by: Maharjan, Anuj, et al.
Published: (2026)
IRPAPERS: A Visual Document Benchmark for Scientific Retrieval and Question Answering
by: Shorten, Connor, et al.
Published: (2026)
by: Shorten, Connor, et al.
Published: (2026)
PRISM: Agentic Retrieval with LLMs for Multi-Hop Question Answering
by: Nahid, Md Mahadi Hasan, et al.
Published: (2025)
by: Nahid, Md Mahadi Hasan, et al.
Published: (2025)
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs
by: Li, Zijian, et al.
Published: (2024)
by: Li, Zijian, et al.
Published: (2024)
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering
by: Nian, Jinming, et al.
Published: (2024)
by: Nian, Jinming, et al.
Published: (2024)
Domain-Adaptive Pre-Training for Arabic Aspect-Based Sentiment Analysis: A Comparative Study of Domain Adaptation and Fine-Tuning Strategies
by: Alyami, Salha, et al.
Published: (2025)
by: Alyami, Salha, et al.
Published: (2025)
KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering
by: Sun, Yushi, et al.
Published: (2025)
by: Sun, Yushi, et al.
Published: (2025)
Self-MedRAG: a Self-Reflective Hybrid Retrieval-Augmented Generation Framework for Reliable Medical Question Answering
by: Ryan, Jessica, et al.
Published: (2026)
by: Ryan, Jessica, et al.
Published: (2026)
Improving Health Question Answering with Reliable and Time-Aware Evidence Retrieval
by: Vladika, Juraj, et al.
Published: (2024)
by: Vladika, Juraj, et al.
Published: (2024)
Ruling Out to Rule In: Contrastive Hypothesis Retrieval for Medical Question Answering
by: Kim, Byeolhee, et al.
Published: (2026)
by: Kim, Byeolhee, et al.
Published: (2026)
Mixture of Demonstrations for Textual Graph Understanding and Question Answering
by: Wu, Yukun, et al.
Published: (2026)
by: Wu, Yukun, et al.
Published: (2026)
Learning to Reason for Multi-Step Retrieval of Personal Context in Personalized Question Answering
by: Amirizaniani, Maryam, et al.
Published: (2026)
by: Amirizaniani, Maryam, et al.
Published: (2026)
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering
by: Zhang, Xiaoming, et al.
Published: (2024)
by: Zhang, Xiaoming, et al.
Published: (2024)
Comprehensive and Practical Evaluation of Retrieval-Augmented Generation Systems for Medical Question Answering
by: Ngo, Nghia Trung, et al.
Published: (2024)
by: Ngo, Nghia Trung, et al.
Published: (2024)
ResRank: Unifying Retrieval and Listwise Reranking via End-to-End Joint Training with Residual Passage Compression
by: Ke, Xiaojie, et al.
Published: (2026)
by: Ke, Xiaojie, et al.
Published: (2026)
Autofocus Retrieval: An Effective Pipeline for Multi-Hop Question Answering With Semi-Structured Knowledge
by: Boer, Derian, et al.
Published: (2025)
by: Boer, Derian, et al.
Published: (2025)
FinAgentBench: A Benchmark Dataset for Agentic Retrieval in Financial Question Answering
by: Choi, Chanyeol, et al.
Published: (2025)
by: Choi, Chanyeol, et al.
Published: (2025)
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering
by: Chen, Zhongwu, et al.
Published: (2024)
by: Chen, Zhongwu, et al.
Published: (2024)
FinCARDS: Card-Based Analyst Reranking for Financial Document Question Answering
by: Zhou, Yixi, et al.
Published: (2026)
by: Zhou, Yixi, et al.
Published: (2026)
Retrieval Augmented Generation for Domain-specific Question Answering
by: Sharma, Sanat, et al.
Published: (2024)
by: Sharma, Sanat, et al.
Published: (2024)
Evaluating Search Engines and Large Language Models for Answering Health Questions
by: Fernández-Pichel, Marcos, et al.
Published: (2024)
by: Fernández-Pichel, Marcos, et al.
Published: (2024)
Integrating SPARQL and LLMs for Question Answering over Scholarly Data Sources
by: Fondi, Fomubad Borista, et al.
Published: (2024)
by: Fondi, Fomubad Borista, et al.
Published: (2024)
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented Generation
by: Stuhlmann, Linus, et al.
Published: (2025)
by: Stuhlmann, Linus, et al.
Published: (2025)
Centrality-aware Product Retrieval and Ranking
by: Saadany, Hadeel, et al.
Published: (2024)
by: Saadany, Hadeel, et al.
Published: (2024)
Beyond Patch Aggregation: 3-Pass Pyramid Indexing for Vision-Enhanced Document Retrieval
by: Roy, Anup, et al.
Published: (2025)
by: Roy, Anup, et al.
Published: (2025)
Similar Items
-
Evaluating Multimodal Large Language Models on Educational Textbook Question Answering
by: Alawwad, Hessa A., et al.
Published: (2025) -
Enhancing textual textbook question answering with large language models and retrieval augmented generation
by: Alawwad, Hessa Abdulrahman, et al.
Published: (2024) -
HiKEY: Hierarchical Multimodal Retrieval for Open-Domain Document Question Answering
by: Shin, Joongmin, et al.
Published: (2026) -
Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
by: Chen, Huiyao, et al.
Published: (2025) -
MARA: A Multimodal Adaptive Retrieval-Augmented Framework for Document Question Answering
by: Wu, Hui, et al.
Published: (2026)