Machine Learning · Computer Science
Long Context RAG Performance of Large Language Models
Quinn Leng, Jacob Portes, Sam Havens, Matei Zaharia +1
2024-11-07
Computation and Language · Computer Science
Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG
Bowen Jin, Jinsung Yoon, Jiawei Han, Sercan O. Arik
2024-10-10
Computation and Language · Computer Science
Long Context vs. RAG for LLMs: An Evaluation and Revisits
Xinze Li, Yixin Cao, Yubo Ma, Aixin Sun
2025-01-06
Cryptography and Security · Computer Science
TracLLM: A Generic Framework for Attributing Long Context LLMs
Yanting Wang, Wei Zou, Runpeng Geng, Jinyuan Jia
2025-06-27
Computation and Language · Computer Science
Enhancing Long Context Performance in LLMs Through Inner Loop Query Mechanism
Yimin Tang, Yurong Xu, Ning Yan, Masood Mortazavi
2024-10-18
Information Retrieval · Computer Science
Improving Retrieval for RAG based Question Answering Models on Financial Documents
Spurthi Setty, Harsh Thakkar, Alyssa Lee, Eden Chung +1
2024-08-02
Computation and Language · Computer Science
Does RAG Really Perform Bad For Long-Context Processing?
Kun Luo, Zheng Liu, Peitian Zhang, Hongjin Qian +2
2025-02-18
Software Engineering · Computer Science
WIP: Leveraging LLMs for Enforcing Design Principles in Student Code: Analysis of Prompting Strategies and RAG
Dhruv Kolhatkar, Soubhagya Akkena, Edward F. Gehringer
2025-08-19
Computation and Language · Computer Science
Tuning LLMs by RAG Principles: Towards LLM-native Memory
Jiale Wei, Shuchi Wu, Ruochen Liu, Xiang Ying +2
2025-03-21
Computation and Language · Computer Science
Retrieval Augmented Generation or Long-Context LLMs? A Comprehensive Study and Hybrid Approach
Zhuowan Li, Cheng Li, Mingyang Zhang, Qiaozhu Mei +1
2024-10-18
Computation and Language · Computer Science
Inference Scaling for Long-Context Retrieval Augmented Generation
Zhenrui Yue, Honglei Zhuang, Aijun Bai, Kai Hui +6
2025-03-04
Computation and Language · Computer Science
Beyond the Limits: A Survey of Techniques to Extend the Context Length in Large Language Models
Xindi Wang, Mahsa Salmani, Parsa Omidi, Xiangyu Ren +2
2024-05-30
Software Engineering · Computer Science
When LLMs Meet API Documentation: Can Retrieval Augmentation Aid Code Generation Just as It Helps Developers?
Jingyi Chen, Songqiang Chen, Jialun Cao, Jiasi Shen +1
2025-03-20
Computation and Language · Computer Science
Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP
Satya Narayana Cheetirala, Ganesh Raut, Dhavalkumar Patel, Fabio Sanatana +8
2025-05-28
Software Engineering · Computer Science
Large Language Models (LLMs) for Source Code Analysis: applications, models and datasets
Hamed Jelodar, Mohammad Meymani, Roozbeh Razavi-Far
2025-03-25
Computation and Language · Computer Science
REFRAG: Rethinking RAG based Decoding
Xiaoqiang Lin, Aritra Ghosh, Bryan Kian Hsiang Low, Anshumali Shrivastava +1
2025-10-14
Machine Learning · Computer Science
Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs
Mirazul Haque, Petr Babkin, Farima Farmahinifarahani, Manuela Veloso
2025-05-09
Computation and Language · Computer Science
Contradiction Detection in RAG Systems: Evaluating LLMs as Context Validators for Improved Information Consistency
Vignesh Gokul, Srikanth Tenneti, Alwarappan Nakkiran
2025-04-02
Machine Learning · Computer Science
Are Large Language Models In-Context Graph Learners?
Jintang Li, Ruofan Wu, Yuchang Zhu, Huizhe Zhang +2
2025-02-20