Mixture of Demonstrations for Textual Graph Understanding and Question Answering
Fuente:
arXiv
Saved in:
| Main Authors: | Wu, Yukun, Liu, Lihui |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
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)
A Multi-Source Retrieval Question Answering Framework Based on RAG
by: Wu, Ridong, et al.
Published: (2024)
by: Wu, Ridong, et al.
Published: (2024)
Q${}^2$Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs
by: Taghzouti, Yousouf, et al.
Published: (2025)
by: Taghzouti, Yousouf, et al.
Published: (2025)
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases
by: Lei, Yongjia, et al.
Published: (2025)
by: Lei, Yongjia, et al.
Published: (2025)
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities
by: Ma, Chuangtao, et al.
Published: (2025)
by: Ma, Chuangtao, 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)
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)
PPoGA: Predictive Plan-on-Graph with Action for Knowledge Graph Question Answering
by: Jeon, MinGyu, et al.
Published: (2025)
by: Jeon, MinGyu, et al.
Published: (2025)
A Multi-Agent System for Complex Reasoning in Radiology Visual Question Answering
by: Yi, Ziruo, et al.
Published: (2025)
by: Yi, Ziruo, et al.
Published: (2025)
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph
by: Guan, Lingxiao, et al.
Published: (2025)
by: Guan, Lingxiao, 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 Method for Multi-Hop Question Answering on Persian Knowledge Graph
by: Ghafouri, Arash, et al.
Published: (2025)
by: Ghafouri, Arash, et al.
Published: (2025)
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)
Multi-hop Question Answering
by: Mavi, Vaibhav, et al.
Published: (2022)
by: Mavi, Vaibhav, et al.
Published: (2022)
S-Path-RAG: Semantic-Aware Shortest-Path Retrieval Augmented Generation for Multi-Hop Knowledge Graph Question Answering
by: Fu, Rong, et al.
Published: (2026)
by: Fu, Rong, et al.
Published: (2026)
VeritasFi: An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering
by: Tai, Zhenghan, et al.
Published: (2025)
by: Tai, Zhenghan, et al.
Published: (2025)
ST-Raptor: LLM-Powered Semi-Structured Table Question Answering
by: Tang, Zirui, et al.
Published: (2025)
by: Tang, Zirui, et al.
Published: (2025)
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 Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering
by: Alawwad, Hessa, et al.
Published: (2025)
by: Alawwad, Hessa, et al.
Published: (2025)
HCT-QA: A Benchmark for Question Answering on Human-Centric Tables
by: Ahmad, Mohammad S., et al.
Published: (2025)
by: Ahmad, Mohammad S., et al.
Published: (2025)
Harnessing Multi-Role Capabilities of Large Language Models for Open-Domain Question Answering
by: Sun, Hongda, et al.
Published: (2024)
by: Sun, Hongda, et al.
Published: (2024)
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)
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering
by: Wang, Yuqi, et al.
Published: (2024)
by: Wang, Yuqi, et al.
Published: (2024)
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge Graphs
by: Liu, Lihui, et al.
Published: (2024)
by: Liu, Lihui, et al.
Published: (2024)
Reading Between the Timelines: RAG for Answering Diachronic Questions
by: Lau, Kwun Hang, et al.
Published: (2025)
by: Lau, Kwun Hang, et al.
Published: (2025)
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)
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)
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)
SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering?
by: Shi, Yucheng, et al.
Published: (2025)
by: Shi, Yucheng, et al.
Published: (2025)
Text-to-SPARQL Goes Beyond English: Multilingual Question Answering Over Knowledge Graphs through Human-Inspired Reasoning
by: Perevalov, Aleksandr, et al.
Published: (2025)
by: Perevalov, Aleksandr, et al.
Published: (2025)
Learning from Natural Language Feedback for Personalized Question Answering
by: Salemi, Alireza, et al.
Published: (2025)
by: Salemi, Alireza, et al.
Published: (2025)
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)
Advancing Chart Question Answering with Robust Chart Component Recognition
by: Zheng, Hanwen, et al.
Published: (2024)
by: Zheng, Hanwen, et al.
Published: (2024)
CARTS: Collaborative Agents for Recommendation Textual Summarization
by: Chen, Jiao, et al.
Published: (2025)
by: Chen, Jiao, et al.
Published: (2025)
MDER-DR: Multi-Hop Question Answering with Entity-Centric Summaries
by: Campi, Riccardo, et al.
Published: (2026)
by: Campi, Riccardo, et al.
Published: (2026)
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)
Benchmarking Real-Time Question Answering via Executable Code Workflows
by: Zhou, Wenjie, et al.
Published: (2026)
by: Zhou, Wenjie, et al.
Published: (2026)
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation
by: Kaiser, Magdalena, et al.
Published: (2023)
by: Kaiser, Magdalena, et al.
Published: (2023)
MapQA: Open-domain Geospatial Question Answering on Map Data
by: Li, Zekun, et al.
Published: (2025)
by: Li, Zekun, et al.
Published: (2025)
Similar Items
-
MIXRAG : Mixture-of-Experts Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
by: Liu, Lihui, et al.
Published: (2025) -
A Multi-Source Retrieval Question Answering Framework Based on RAG
by: Wu, Ridong, et al.
Published: (2024) -
Q${}^2$Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs
by: Taghzouti, Yousouf, et al.
Published: (2025) -
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases
by: Lei, Yongjia, et al.
Published: (2025) -
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities
by: Ma, Chuangtao, et al.
Published: (2025)