AMAQA: A Metadata-based QA Dataset for RAG Systems
Fuente:
arXiv
Saved in:
| Main Authors: | Bruni, Davide, Avvenuti, Marco, Tonellotto, Nicola, Tesconi, Maurizio |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Integrating Item Relevance in Training Loss for Sequential Recommender Systems
by: Bacciu, Andrea, et al.
Published: (2023)
by: Bacciu, Andrea, et al.
Published: (2023)
Exploring the Effectiveness of Multi-stage Fine-tuning for Cross-encoder Re-rankers
by: Pezzuti, Francesca, et al.
Published: (2025)
by: Pezzuti, Francesca, et al.
Published: (2025)
Document Quality Scoring for Web Crawling
by: Pezzuti, Francesca, et al.
Published: (2025)
by: Pezzuti, Francesca, et al.
Published: (2025)
MHTS: Multi-Hop Tree Structure Framework for Generating Difficulty-Controllable QA Datasets for RAG Evaluation
by: Lee, Jeongsoo, et al.
Published: (2025)
by: Lee, Jeongsoo, et al.
Published: (2025)
Geo-Semantic-Parsing: AI-powered geoparsing by traversing semantic knowledge graphs
by: Nizzoli, Leonardo, et al.
Published: (2025)
by: Nizzoli, Leonardo, et al.
Published: (2025)
S2G-RAG: Structured Sufficiency and Gap Judging for Iterative Retrieval-Augmented QA
by: Li, Minghan, et al.
Published: (2026)
by: Li, Minghan, et al.
Published: (2026)
Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets
by: Brehme, Lorenz, et al.
Published: (2025)
by: Brehme, Lorenz, et al.
Published: (2025)
Maybe you are looking for CroQS: Cross-modal Query Suggestion for Text-to-Image Retrieval
by: Pacini, Giacomo, et al.
Published: (2024)
by: Pacini, Giacomo, et al.
Published: (2024)
StratRAG: A Multi-Hop Retrieval Evaluation Dataset for Retrieval-Augmented Generation Systems
by: Patodiya, Aryan
Published: (2026)
by: Patodiya, Aryan
Published: (2026)
ChatQA: Surpassing GPT-4 on Conversational QA and RAG
by: Liu, Zihan, et al.
Published: (2024)
by: Liu, Zihan, et al.
Published: (2024)
Comprehensive Comparison of RAG Methods Across Multi-Domain Conversational QA
by: Alushi, Klejda, et al.
Published: (2026)
by: Alushi, Klejda, et al.
Published: (2026)
Do We Still Need GraphRAG? Benchmarking RAG and GraphRAG for Agentic Search Systems
by: Fan, Dongzhe, et al.
Published: (2026)
by: Fan, Dongzhe, et al.
Published: (2026)
HF-RAG: Hierarchical Fusion-based RAG with Multiple Sources and Rankers
by: Santra, Payel, et al.
Published: (2025)
by: Santra, Payel, et al.
Published: (2025)
Tree-based RAG-Agent Recommendation System: A Case Study in Medical Test Data
by: Yang, Yahe, et al.
Published: (2025)
by: Yang, Yahe, et al.
Published: (2025)
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems
by: Cuconasu, Florin, et al.
Published: (2024)
by: Cuconasu, Florin, et al.
Published: (2024)
Croissant: A Metadata Format for ML-Ready Datasets
by: Akhtar, Mubashara, et al.
Published: (2024)
by: Akhtar, Mubashara, et al.
Published: (2024)
ConfReady: A RAG based Assistant and Dataset for Conference Checklist Responses
by: Galarnyk, Michael, et al.
Published: (2024)
by: Galarnyk, Michael, et al.
Published: (2024)
OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis
by: He, Jinglin, et al.
Published: (2025)
by: He, Jinglin, et al.
Published: (2025)
Unlocking Electronic Health Records: A Hybrid Graph RAG Approach to Safe Clinical AI for Patient QA
by: Thio, Samuel, et al.
Published: (2025)
by: Thio, Samuel, et al.
Published: (2025)
Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals
by: Zeng, Linda, et al.
Published: (2025)
by: Zeng, Linda, et al.
Published: (2025)
IQLS: Framework for leveraging Metadata to enable Large Language Model based queries to complex, versatile Data
by: Azirar, Sami, et al.
Published: (2024)
by: Azirar, Sami, et al.
Published: (2024)
PeerQA: A Scientific Question Answering Dataset from Peer Reviews
by: Baumgärtner, Tim, et al.
Published: (2025)
by: Baumgärtner, Tim, et al.
Published: (2025)
DMQR-RAG: Diverse Multi-Query Rewriting for RAG
by: Li, Zhicong, et al.
Published: (2024)
by: Li, Zhicong, et al.
Published: (2024)
An automatic patent literature retrieval system based on LLM-RAG
by: Ding, Yao, et al.
Published: (2025)
by: Ding, Yao, et al.
Published: (2025)
HugRAG: Hierarchical Causal Knowledge Graph Design for RAG
by: Wang, Nengbo, et al.
Published: (2026)
by: Wang, Nengbo, et al.
Published: (2026)
M-RAG: Making RAG Faster, Stronger, and More Efficient
by: Xu, Sun, et al.
Published: (2026)
by: Xu, Sun, et al.
Published: (2026)
Clue-RAG: Towards Accurate and Cost-Efficient Graph-based RAG via Multi-Partite Graph and Query-Driven Iterative Retrieval
by: Su, Yaodong, et al.
Published: (2025)
by: Su, Yaodong, et al.
Published: (2025)
ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation
by: Wang, Shu, et al.
Published: (2025)
by: Wang, Shu, et al.
Published: (2025)
Do Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval
by: Chen, Shiyu, et al.
Published: (2026)
by: Chen, Shiyu, et al.
Published: (2026)
Exploring LLM Capabilities in Extracting DCAT-Compatible Metadata for Data Cataloging
by: Busch, Lennart, et al.
Published: (2025)
by: Busch, Lennart, et al.
Published: (2025)
WebQuest: A Benchmark for Multimodal QA on Web Page Sequences
by: Wang, Maria, et al.
Published: (2024)
by: Wang, Maria, et al.
Published: (2024)
Do LLMs Memorize Recommendation Datasets? A Preliminary Study on MovieLens-1M
by: Di Palma, Dario, et al.
Published: (2025)
by: Di Palma, Dario, et al.
Published: (2025)
LARAG: Link-Aware Retrieval Strategy for RAG Systems in Hyperlinked Technical Documentation
by: Bolognesi, Giorgia, et al.
Published: (2026)
by: Bolognesi, Giorgia, et al.
Published: (2026)
A survey: Information search time optimization based on RAG (Retrieval Augmentation Generation) chatbot
by: Patel, Jinesh, et al.
Published: (2025)
by: Patel, Jinesh, et al.
Published: (2025)
Evaluation of retrieval-based QA on QUEST-LOFT
by: Scales, Nathan, et al.
Published: (2025)
by: Scales, Nathan, et al.
Published: (2025)
XGraphRAG: Interactive Visual Analysis for Graph-based Retrieval-Augmented Generation
by: Wang, Ke, et al.
Published: (2025)
by: Wang, Ke, et al.
Published: (2025)
Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry Challenges
by: Liang, Jintao, et al.
Published: (2025)
by: Liang, Jintao, et al.
Published: (2025)
Engineering the RAG Stack: A Comprehensive Review of the Architecture and Trust Frameworks for Retrieval-Augmented Generation Systems
by: Wampler, Dean, et al.
Published: (2025)
by: Wampler, Dean, et al.
Published: (2025)
Evaluating Multi-Hop Reasoning in RAG Systems: A Comparison of LLM-Based Retriever Evaluation Strategies
by: Brehme, Lorenz, et al.
Published: (2026)
by: Brehme, Lorenz, et al.
Published: (2026)
Toward Total Recall: Enhancing FAIRness through AI-Driven Metadata Standardization
by: Sundaram, Sowmya S, et al.
Published: (2025)
by: Sundaram, Sowmya S, et al.
Published: (2025)
Similar Items
-
Integrating Item Relevance in Training Loss for Sequential Recommender Systems
by: Bacciu, Andrea, et al.
Published: (2023) -
Exploring the Effectiveness of Multi-stage Fine-tuning for Cross-encoder Re-rankers
by: Pezzuti, Francesca, et al.
Published: (2025) -
Document Quality Scoring for Web Crawling
by: Pezzuti, Francesca, et al.
Published: (2025) -
MHTS: Multi-Hop Tree Structure Framework for Generating Difficulty-Controllable QA Datasets for RAG Evaluation
by: Lee, Jeongsoo, et al.
Published: (2025) -
Geo-Semantic-Parsing: AI-powered geoparsing by traversing semantic knowledge graphs
by: Nizzoli, Leonardo, et al.
Published: (2025)