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2401.08406
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RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture
16 January 2024
M. A. D. L. Balaguer
Vinamra Benara
Renato Luiz de Freitas Cunha
Roberto de M. Estevao Filho
Todd Hendry
Daniel Holstein
Jennifer Marsman
Nick Mecklenburg
Sara Malvar
Leonardo Nunes
Rafael Padilha
Morris Sharp
B. Silva
Swati Sharma
Vijay Aski
Ranveer Chandra
FaML
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Papers citing
"RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture"
44 / 44 papers shown
Title
AlignRAG: An Adaptable Framework for Resolving Misalignments in Retrieval-Aware Reasoning of RAG
Jiaqi Wei
Hao Zhou
Xiang Zhang
Di Zhang
Zijie Qiu
Wei Wei
Jinzhe Li
Wanli Ouyang
Siqi Sun
27
0
0
21 Apr 2025
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented Generation
Yixiang Chen
Penglei Sun
Xiang Li
Xiaowen Chu
33
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
46
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
80
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
44
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
C. L. P. Chen
W. Zhang
RALM
VLM
84
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
54
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
67
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
25
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
15
1
0
30 Sep 2024
RAGProbe: An Automated Approach for Evaluating RAG Applications
Shangeetha Sivasothy
Scott Barnett
Stefanus Kurniawan
Zafaryab Rasool
Rajesh Vasa
15
5
0
24 Sep 2024
ShizishanGPT: An Agricultural Large Language Model Integrating Tools and Resources
Shuting Yang
Zehui Liu
Wolfgang Mayer
RALM
13
2
0
20 Sep 2024
Do Large Language Models Need a Content Delivery Network?
Yihua Cheng
Kuntai Du
Jiayi Yao
Junchen Jiang
KELM
36
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
50
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
19
4
0
12 Aug 2024
Target Prompting for Information Extraction with Vision Language Model
Dipankar Medhi
VLM
35
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
42
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
69
0
0
30 Jul 2024
A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graph
Cheonsu Jeong
25
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
20
0
0
25 Jul 2024
GPT vs RETRO: Exploring the Intersection of Retrieval and Parameter-Efficient Fine-Tuning
Aleksander Ficek
Jiaqi Zeng
Oleksii Kuchaiev
27
0
0
05 Jul 2024
MeMemo: On-device Retrieval Augmentation for Private and Personalized Text Generation
Zijie J. Wang
Duen Horng Chau
30
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
27
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
18
1
0
26 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
Zhepei Wei
Wei-Lin Chen
Yu Meng
RALM
53
12
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
26
3
0
06 Jun 2024
A Survey on Large Language Models for Code Generation
Juyong Jiang
Fan Wang
Jiasi Shen
Sungju Kim
Sunghun Kim
40
158
0
01 Jun 2024
Small Language Models for Application Interactions: A Case Study
Beibin Li
Yi Zhang
Sébastien Bubeck
Jeevan Pathuri
Ishai Menache
29
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
57
78
0
13 May 2024
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation
Kaize Shi
Xueyao Sun
Qing Li
Guandong Xu
27
12
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
24
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
36
53
0
05 Mar 2024
Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge
Heydar Soudani
Evangelos Kanoulas
Faegheh Hasibi
21
27
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
25
13
0
20 Feb 2024
Mafin: Enhancing Black-Box Embeddings with Model Augmented Fine-Tuning
Mingtian Zhang
Shawn Lan
Peter Hayes
David Barber
16
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
32
36
0
17 Feb 2024
T-RAG: Lessons from the LLM Trenches
M. Fatehkia
J. Lucas
Sanjay Chawla
LLMAG
24
18
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
37
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
11
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
30
11
0
12 Jan 2024
JudgeLM: Fine-tuned Large Language Models are Scalable Judges
Lianghui Zhu
Xinggang Wang
Xinlong Wang
ELM
ALM
54
106
0
26 Oct 2023
Can Large Language Models Be an Alternative to Human Evaluations?
Cheng-Han Chiang
Hung-yi Lee
ALM
LM&MA
209
559
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
303
11,730
0
04 Mar 2022
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