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2305.18703
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Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey
30 May 2023
Chen Ling
Xujiang Zhao
Jiaying Lu
Chengyuan Deng
Can Zheng
Junxiang Wang
Tanmoy Chowdhury
Yun-Qing Li
Hejie Cui
Xuchao Zhang
Tian-yu Zhao
Amit Panalkar
Dhagash Mehta
Stefano Pasquali
Wei Cheng
Haoyu Wang
Yanchi Liu
Zhengzhang Chen
Haifeng Chen
Chris White
Quanquan Gu
Jian Pei
Carl Yang
Liang Zhao
ALM
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Papers citing
"Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey"
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Title
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Huijia Zhu
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19 Mar 2025
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Emre Can Acikgoz
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Heng Ji
LLMAG
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17 Feb 2025
Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language Models
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Zhanchao Xu
Darian Li
Nicole Hu
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Heng Chang
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C. Zhang
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Lei Chen
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Junnan Dong
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Yash More
Quentin Fournier
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Payel Das
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Mina Ghashami
Vianne Gao
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Farhan Diwan
Malini SS
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Shreya Tarur Kumar
Felix Candelario
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Robert McCraith
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Ali Ezzat Shahroor
Maram Hasanain
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DreamSat: Towards a General 3D Model for Novel View Synthesis of Space Objects
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Giovanni Lavezzi
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3DV
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07 Oct 2024
Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for LLMs
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George Pu
Apaar Shanker
Parth Suresh
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29 Sep 2024
Do We Need Domain-Specific Embedding Models? An Empirical Investigation
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27 Sep 2024
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Xinyu: An Efficient LLM-based System for Commentary Generation
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Mingchuan Yang
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A Survey on Model MoErging: Recycling and Routing Among Specialized Experts for Collaborative Learning
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Colin Raffel
Mohammed Muqeeth
Lucas Caccia
Haokun Liu
Tianlong Chen
Joey Tianyi Zhou
Leshem Choshen
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13 Aug 2024
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction
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Benika Hall
Rohan Rao
Sunil Patel
Stefano Pasquali
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35
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09 Aug 2024
ABC Align: Large Language Model Alignment for Safety & Accuracy
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Lap-Hang Ho
Peter W. Glynn
Yinyu Ye
Jeffrey Molendijk
41
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Fine-Tuned Large Language Model for Visualization System: A Study on Self-Regulated Learning in Education
Lin Gao
Jing Lu
Zekai Shao
Ziyue Lin
Shengbin Yue
Chio-in Ieong
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30 Jul 2024
PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning Methods
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Xiaojing Li
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Song Jin
Renji Gong
Wanqing Xu
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09 Jul 2024
LASSI: An LLM-based Automated Self-Correcting Pipeline for Translating Parallel Scientific Codes
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40
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30 Jun 2024
Efficient Continual Pre-training by Mitigating the Stability Gap
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Jie Fu
Huishuai Zhang
Dongyan Zhao
Yikang Shen
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21 Jun 2024
Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts
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Zhen Wang
Jacob A. Hansen
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TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs
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Zixing Gou
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42
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Large Generative Graph Models
Yu Wang
Ryan A. Rossi
Namyong Park
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Nesreen K. Ahmed
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Danai Koutra
Tyler Derr
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07 Jun 2024
Advancing Anomaly Detection: Non-Semantic Financial Data Encoding with LLMs
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23
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From Symbolic Tasks to Code Generation: Diversification Yields Better Task Performers
Dylan Zhang
Justin Wang
Francois Charton
38
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Semantic are Beacons: A Semantic Perspective for Unveiling Parameter-Efficient Fine-Tuning in Knowledge Learning
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37
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VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks
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Shaobo Han
Shihao Ji
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24 May 2024
WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles
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Henning Schafer
Peter A. Horn
Christoph M. Friedrich
34
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MeteoRA: Multiple-tasks Embedded LoRA for Large Language Models
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LlamaTurk: Adapting Open-Source Generative Large Language Models for Low-Resource Language
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BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine
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H. Kilicoglu
Hualei Xu
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CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving
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LLMs-based Few-Shot Disease Predictions using EHR: A Novel Approach Combining Predictive Agent Reasoning and Critical Agent Instruction
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Zhuocheng Shen
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ItD: Large Language Models Can Teach Themselves Induction through Deduction
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Haotian Xu
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Pei Chen
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A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models
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16 Feb 2024
Uncertainty Quantification for In-Context Learning of Large Language Models
Chen Ling
Xujiang Zhao
Xuchao Zhang
Wei Cheng
Yanchi Liu
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Katsushi Matsuda
Jie Ji
Guangji Bai
Liang Zhao
Haifeng Chen
29
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15 Feb 2024
Language Models with Conformal Factuality Guarantees
Christopher Mohri
Tatsunori Hashimoto
HILM
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15 Feb 2024
Multi-modal Causal Structure Learning and Root Cause Analysis
Lecheng Zheng
Zhengzhang Chen
Jingrui He
Haifeng Chen
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04 Feb 2024
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