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Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey
v1v2 (latest)

Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

15 February 2025
Zirui Song
Bin Yan
Yuhan Liu
Miao Fang
Mingzhe Li
Rui Yan
Preslav Nakov
    KELMLM&MA
ArXiv (abs)PDFHTMLHuggingFace (4 upvotes)

Papers citing "Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey"

19 / 19 papers shown
EfficientXpert: Efficient Domain Adaptation for Large Language Models via Propagation-Aware Pruning
EfficientXpert: Efficient Domain Adaptation for Large Language Models via Propagation-Aware Pruning
Songlin Zhao
Michael Pitts
Zhuwei Qin
115
0
0
25 Nov 2025
Beyond Survival: Evaluating LLMs in Social Deduction Games with Human-Aligned Strategies
Beyond Survival: Evaluating LLMs in Social Deduction Games with Human-Aligned Strategies
Zirui Song
Yuan Huang
Junchang Liu
Haozhe Luo
Chenxi Wang
Lang Gao
Zixiang Xu
Mingfei Han
Xiaojun Chang
Xiuying Chen
178
1
0
13 Oct 2025
Analyzing and Internalizing Complex Policy Documents for LLM Agents
Analyzing and Internalizing Complex Policy Documents for LLM Agents
Jiateng Liu
Zhenhailong Wang
Xiaojiang Huang
Y. Li
Xing Fan
Xiang Li
Chenlei Guo
R. Sarikaya
Heng Ji
166
0
0
13 Oct 2025
Multimodal Policy Internalization for Conversational Agents
Multimodal Policy Internalization for Conversational Agents
Zhenhailong Wang
Jiateng Liu
Amin Fazel
Ritesh Sarkhel
Xing Fan
Xiang Li
Chenlei Guo
Heng Ji
R. Sarikaya
LLMAG
175
1
0
10 Oct 2025
DyFlow: Dynamic Workflow Framework for Agentic Reasoning
DyFlow: Dynamic Workflow Framework for Agentic Reasoning
Yanbo Wang
Z. Xu
Yue Huang
Xiangqi Wang
Zirui Song
...
Xiangru Tang
Yue Zhao
Arman Cohan
Xiangliang Zhang
Xiuying Chen
LRMAI4CE
163
2
0
30 Sep 2025
Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance
Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance
Zixuan Wang
Yu Sun
Hongwei Wang
Baoyu Jing
Xiang Shen
Xin Dong
Zhuolin Hao
Hongyu Xiong
Yang Song
LRMVLM
280
1
0
25 Sep 2025
Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation
Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation
Chaojun Nie
Jun Zhou
G. Wang
Shisong Wud
Zichen Wang
191
0
0
24 Sep 2025
KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration
KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration
Yajing Yang
Tony Deng
Min-Yen Kan
134
0
0
21 Sep 2025
Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis
Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis
Zhizheng Wang
Yifan Yang
Qiao Jin
Zhiyong Lu
137
0
0
11 Sep 2025
CEQuest: Benchmarking Large Language Models for Construction Estimation
CEQuest: Benchmarking Large Language Models for Construction Estimation
Y. Wu
L. xilinx Wang
Rui Liu
128
1
0
22 Aug 2025
Collaborative Editable Model
Collaborative Editable Model
Kaiwen Tang
Aitong Wu
Yao Lu
Guangda Sun
KELM
226
0
0
17 Jun 2025
Comparative Analysis of AI Agent Architectures for Entity Relationship Classification
Comparative Analysis of AI Agent Architectures for Entity Relationship Classification
Maryam Berijanian
Kuldeep Singh
Amin Sehati
271
1
0
03 Jun 2025
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities
Chuangtao Ma
Yongrui Chen
Tianxing Wu
Arijit Khan
Haofen Wang
ELM
343
9
0
26 May 2025
Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models
Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models
Zirui Song
Qian Jiang
Mingxuan Cui
Mingzhe Li
Lang Gao
...
Zixiang Xu
Chenxi Wang
Guangxian Ouyang
Zhenhao Chen
Xiuying Chen
AuLLMAAML
285
11
0
21 May 2025
Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection
Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection
Yuwei Zhang
Wenhao Yu
Shangbin Feng
Yifan Zhu
Letian Peng
Jayanth Srinivasa
Gaowen Liu
Jingbo Shang
KELM
320
6
0
18 May 2025
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey
Da Zheng
Lun Du
Junwei Su
Yuchen Tian
Yuqi Zhu
Jintian Zhang
Lanning Wei
Xin Xu
Ningyu Zhang
LRM
549
7
0
06 May 2025
Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting
Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting
Y. Hong
Xiaofei Yin
Xinzhong Wang
Yi Tu
Ya Guo
Sufeng Duan
Weiqiang Wang
Lingyong Fang
Depeng Wang
Huijia Zhu
CLL
345
2
0
27 Apr 2025
Bridging Industrial Expertise and XR with LLM-Powered Conversational Agents
Bridging Industrial Expertise and XR with LLM-Powered Conversational Agents
Despina Tomkou
G. Fatouros
Andreas Andreou
Georgios Makridis
Fotis Liarokapis
Dimitrios Dardanis
Athanasios Kiourtis
John Soldatos
D. Kyriazis
235
6
0
07 Apr 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning
Xiangru Tang
Tianyu Hu
Muyang Ye
Yanjun Shao
Xunjian Yin
...
Pan Lu
Zhuosheng Zhang
Yilun Zhao
Arman Cohan
Mark B. Gerstein
LLMAGLRMAI4CE
386
28
0
11 Jan 2025
1
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