Title
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented Reasoning Jiaqi Wei Hao Zhou Xiang Zhang Di Zhang Zijie Qiu Wei Wei Jinzhe Li Wanli Ouyang Siqi Sun 29 0 0 21 Apr 2025
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented Generation Yixiang Chen Penglei Sun Xiang Li Xiaowen Chu 38 0 0 10 Apr 2025
Beyond QA Pairs: Assessing Parameter-Efficient Fine-Tuning for Fact Embedding in LLMs Shivam Ratnakar Abhiroop Talasila Raghav Chamadiya Nikhil Agarwal Vinayak K Doifode ALM 56 1 0 03 Mar 2025
Faster, Cheaper, Better: Multi-Objective Hyperparameter Optimization for LLM and RAG Systems Matthew Barker Andrew Bell Evan Thomas James Carr Thomas Andrews Umang Bhatt 87 1 0 25 Feb 2025
Savaal: Scalable Concept-Driven Question Generation to Enhance Human Learning Kimia Noorbakhsh Joseph Chandler Pantea Karimi M. Alizadeh H. Balakrishnan LRM 46 1 0 18 Feb 2025
MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Qinhan Yu Zhiyou Xiao Binghui Li Zhengren Wang Cheng Chen W. Zhang RALM VLM 103 0 0 06 Feb 2025
Knowledge Management for Automobile Failure Analysis Using Graph RAG Yuta Ojima Hiroki Sakaji Tadashi Nakamura Hiroaki Sakata Kazuya Seki Yuu Teshigawara Masami Yamashita Kazuhiro Aoyama 64 0 0 29 Nov 2024
Multimodal large language model for wheat breeding: a new exploration of smart breeding Guofeng Yang Yu Li Yong He Zhenjiang Zhou Lingzhen Ye Hui Fang Yiqi Luo Xuping Feng 72 2 0 20 Nov 2024
Search Engines in an AI Era: The False Promise of Factual and Verifiable Source-Cited Responses Pranav Narayanan Venkit Philippe Laban Yilun Zhou Yixin Mao C. Wu ELM 32 7 0 15 Oct 2024
Synthetic Knowledge Ingestion: Towards Knowledge Refinement and Injection for Enhancing Large Language Models Jiaxin Zhang Wendi Cui Yiran Huang Kamalika Das Sricharan Kumar KELM SyDa 27 2 0 12 Oct 2024
QAEncoder: Towards Aligned Representation Learning in Question Answering System Zhengren Wang Qinhan Yu Shida Wei Zhiyu Li Feiyu Xiong Xiaoxing Wang Simin Niu Hao Liang Wentao Zhang RALM 25 1 0 30 Sep 2024
RAGProbe: An Automated Approach for Evaluating RAG Applications Shangeetha Sivasothy Scott Barnett Stefanus Kurniawan Zafaryab Rasool Rajesh Vasa 34 5 0 24 Sep 2024
ShizishanGPT: An Agricultural Large Language Model Integrating Tools and Resources Shuting Yang Zehui Liu Wolfgang Mayer RALM 30 2 0 20 Sep 2024
Do Large Language Models Need a Content Delivery Network? Yihua Cheng Kuntai Du Jiayi Yao Junchen Jiang KELM 41 7 0 16 Sep 2024
Recent Advances in Attack and Defense Approaches of Large Language Models Jing Cui Yishi Xu Zhewei Huang Shuchang Zhou Jianbin Jiao Junge Zhang PILM AAML 54 1 0 05 Sep 2024
A New Pipeline For Generating Instruction Dataset via RAG and Self Fine-Tuning Chih-Wei Song Yu-Kai Lee Yin-Te Tsai SyDa ALM 32 4 0 12 Aug 2024
Target Prompting for Information Extraction with Vision Language Model Dipankar Medhi VLM 40 0 0 07 Aug 2024
RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation Daniel Fleischer Moshe Berchansky Moshe Wasserblat Peter Izsak 3DV 55 4 0 05 Aug 2024
Automated Review Generation Method Based on Large Language Models Shican Wu Xiao Ma Dehui Luo Lulu Li Xiangcheng Shi ... Ran Luo Chunlei Pei Zhijian Zhao Zhi-Jian Zhao Jinlong Gong 77 0 0 30 Jul 2024
A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graph Cheonsu Jeong 33 6 0 29 Jul 2024
The Geometry of Queries: Query-Based Innovations in Retrieval-Augmented Generation Eric Yang Jonathan Amar Jong Ha Lee Bhawesh Kumar Yugang Jia 33 0 0 25 Jul 2024
GPT vs RETRO: Exploring the Intersection of Retrieval and Parameter-Efficient Fine-Tuning Aleksander Ficek Jiaqi Zeng Oleksii Kuchaiev 30 0 0 05 Jul 2024
MeMemo: On-device Retrieval Augmentation for Private and Personalized Text Generation Zijie J. Wang Duen Horng Chau 43 4 0 02 Jul 2024
Lightweight Large Language Model for Medication Enquiry: Med-Pal Kabilan Elangovan J. Ong Liyuan Jin Benjamin Jun Jie Seng Yu Heng Kwan ... Justina Koi Li Ma Yuhe Ke Nan Liu K. Giacomini Daniel Ting AI4MH LM&MA 45 1 0 02 Jul 2024
LLCoach: Generating Robot Soccer Plans using Multi-Role Large Language Models Michele Brienza Emanuele Musumeci Vincenzo Suriani Daniele Affinita A. Pennisi Daniele Nardi D. Bloisi LLMAG LM&Ro 41 1 0 26 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 69 14 0 19 Jun 2024
A + B: A General Generator-Reader Framework for Optimizing LLMs to Unleash Synergy Potential Wei Tang Yixin Cao Jiahao Ying Bo Wang Yuyue Zhao Yong Liao Pengyuan Zhou 39 3 0 06 Jun 2024
A Survey on Large Language Models for Code Generation Juyong Jiang Fan Wang Jiasi Shen Sungju Kim Sunghun Kim 53 161 0 01 Jun 2024
Small Language Models for Application Interactions: A Case Study Beibin Li Yi Zhang Sébastien Bubeck Jeevan Pathuri Ishai Menache 36 3 0 23 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 62 82 0 13 May 2024
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation Kaize Shi Xueyao Sun Qing Li Guandong Xu 45 13 0 06 May 2024
Beyond Memorization: The Challenge of Random Memory Access in Language Models Tongyao Zhu Qian Liu Liang Pang Zhengbao Jiang Min-Yen Kan Min-Bin Lin KELM 34 6 0 12 Mar 2024
Reliable, Adaptable, and Attributable Language Models with Retrieval Akari Asai Zexuan Zhong Danqi Chen Pang Wei Koh Luke Zettlemoyer Hanna Hajishirzi Wen-tau Yih KELM RALM 46 53 0 05 Mar 2024
Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 28 28 0 03 Mar 2024
Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data Dehai Min Nan Hu Rihui Jin Nuo Lin Jiaoyan Chen ... Yu Li Guilin Qi Yun Li Nijun Li Qianren Wang LMTD 33 13 0 20 Feb 2024
Mafin: Enhancing Black-Box Embeddings with Model Augmented Fine-Tuning Mingtian Zhang Shawn Lan Peter Hayes David Barber 29 2 0 19 Feb 2024
MoRAL: MoE Augmented LoRA for LLMs' Lifelong Learning Shu Yang Muhammad Asif Ali Cheng-Long Wang Lijie Hu Di Wang CLL MoE 37 38 0 17 Feb 2024
T-RAG: Lessons from the LLM Trenches M. Fatehkia J. Lucas Sanjay Chawla LLMAG 37 21 0 12 Feb 2024
Prompt Perturbation in Retrieval-Augmented Generation based Large Language Models Zhibo Hu Chen Wang Yanfeng Shu Helen Paik Paik Liming Zhu SILM RALM 48 7 0 11 Feb 2024
Dynamic Q&A of Clinical Documents with Large Language Models Ran Elgedawy Ioana Danciu Maria Mahbub Sudarshan Srinivasan LM&MA 27 5 0 19 Jan 2024
WisdoM: Improving Multimodal Sentiment Analysis by Fusing Contextual World Knowledge Wenbin Wang Liang Ding Li Shen Yong Luo Han Hu Dacheng Tao 37 11 0 12 Jan 2024
JudgeLM: Fine-tuned Large Language Models are Scalable Judges Lianghui Zhu Xinggang Wang Xinlong Wang ELM ALM 56 108 0 26 Oct 2023
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 224 572 0 03 May 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 2022