Papers
309 papers found
Multimodal Retrieval-Augmented Generation: Unified Information Processing Across Text, Image, Table, and Video Modalities
Nazarii Drushchak, Nataliya Polyakovska, Maryna Bautina et al.
GT-NLP at SemEval-2025 Task 11: EmoRationale, Evidence-Based Emotion Detection via Retrieval-Augmented Generation
Daniel Saeedi, Alireza Kheirandish, Sirwe Saeedi et al.
HalluRAG-RUG at SemEval-2025 Task 3: Using Retrieval-Augmented Generation for Hallucination Detection in Model Outputs
Silvana Abdi, Mahrokh Hassani, Rosalien Kinds et al.
FENJI at SemEval-2025 Task 3: Retrieval-Augmented Generation and Hallucination Span Detection
Flor Alberts, Ivo Bruinier, Nathalie Palm et al.
Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework
Sefika Efeoglu, Adrian Paschke
Typed-RAG: Type-Aware Decomposition of Non-Factoid Questions for Retrieval-Augmented Generation
DongGeon Lee, Ahjeong Park, Hyeri Lee et al.
Embedding-Informed Adaptive Retrieval-Augmented Generation of Large Language Models
Chengkai Huang, Yu Xia, Rui Wang et al.
LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented Generation
Keheng Wang, Feiyu Duan, Peiguang Li et al.
MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question Complexity
Xiaqiang Tang, Qiang Gao, Jian Li et al.
Enhancing Criminal Investigation Analysis with Summarization and Memory-based Retrieval-Augmented Generation: A Comprehensive Evaluation of Real Case Data
Mads Skipanes, Tollef Emil Jørgensen, Kyle Porter et al.
Mix-of-Granularity: Optimize the Chunking Granularity for Retrieval-Augmented Generation
Zijie Zhong, Hanwen Liu, Xiaoya Cui et al.
Enhancing Retrieval-Augmented Generation: A Study of Best Practices
Siran Li, Linus Stenzel, Carsten Eickhoff et al.
Boosting the Capabilities of Compact Models in Low-Data Contexts with Large Language Models and Retrieval-Augmented Generation
Bhargav Shandilya, Alexis Palmer
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems
Xuyang Wu, Shuowei Li, Hsin-Tai Wu et al.
In-Context Reinforcement Learning with Retrieval-Augmented Generation for Text-to-SQL
Rishit Toteja, Arindam Sarkar, Prakash Mandayam Comar
Retrieval-Augmented Generation for Large Language Model based Few-shot Chinese Spell Checking
Ming Dong, Zhiwei Cheng, Changyin Luo et al.
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation
Shuting Wang, Xin Yu, Mang Wang et al.
REVerSum: A Multi-staged Retrieval-Augmented Generation Method to Enhance Wikipedia Tail Biographies through Personal Narratives
Sayantan Adak, Pauras Mangesh Meher, Paramita Das et al.
LAB-KG: A Retrieval-Augmented Generation Method with Knowledge Graphs for Medical Lab Test Interpretation
Rui Guo, Barry Devereux, Greg Farnan et al.
A REGNLP Framework: Developing Retrieval-Augmented Generation for Regulatory Document Analysis
Ozan Bayer, Elif Nehir Ulu, Yasemin Sarkın et al.
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents
Ryota Tanaka, Taichi Iki, Taku Hasegawa et al.
SEER: Self-Aligned Evidence Extraction for Retrieval-Augmented Generation
Xinping Zhao, Dongfang Li, Yan Zhong et al.
Crafting Personalized Agents through Retrieval-Augmented Generation on Editable Memory Graphs
Zheng Wang, Zhongyang Li, Zeren Jiang et al.
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation
Jirui Qi, Gabriele Sarti, Raquel Fernández et al.
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation
Di Wu, Jia-Chen Gu, Fan Yin et al.