语言大模型 / LLM - arXivDaily 专题

2412.19245 2024-12-30 q-fin.CP cs.LG econ.EM q-fin.PM q-fin.TR 89%

Sentiment trading with large language models

Kemal Kirtac, Guido Germano

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Journal ref Finance Research Letters, 62, p.105227 (2024)

2405.03988 2024-12-30 cs.IR cs.AI 89%

LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application

Jian Jia, Yipei Wang, Yan Li, Honggang Chen, Xuehan Bai, Zhaocheng Liu, Jian Liang, Quan Chen, Han Li, Peng Jiang, Kun Gai

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted by AAAI 2025. Codes are released at https://github.com/adxcreative/LEARN

2412.17964 2024-12-25 cs.AI 89%

Dynamic Multi-Agent Orchestration and Retrieval for Multi-Source Question-Answer Systems using Large Language Models

Antony Seabra, Claudio Cavalcante, Joao Nepomuceno, Lucas Lago, Nicolaas Ruberg, Sergio Lifschitz

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments International Conference on NLP, AI, Computer Science & Engineering (NLAICSE 2024)

2412.17614 2024-12-24 cs.CR cs.AI 89%

Emerging Security Challenges of Large Language Models

Herve Debar, Sven Dietrich, Pavel Laskov, Emil C. Lupu, Eirini Ntoutsi

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments A version of this appeared in the larger Dagstuhl seminar 23431 report (https://doi.org/10.4230/DagRep.13.10.90)

2409.19925 2024-12-24 cs.IR cs.CL 89%

LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation

Qidong Liu, Xian Wu, Wanyu Wang, Yejing Wang, Yuanshao Zhu, Xiangyu Zhao, Feng Tian, Yefeng Zheng

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments accepted by AAAI'25

2412.14454 2024-12-20 cs.IR cs.CL 89%

Are Longer Prompts Always Better? Prompt Selection in Large Language Models for Recommendation Systems

Genki Kusano, Kosuke Akimoto, Kunihiro Takeoka

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 15 pages

2412.14387 2024-12-20 cs.AI 89%

Clinical Trials Ontology Engineering with Large Language Models

Berkan Çakır

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2412.13544 2024-12-19 cs.IR cs.AI 89%

Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models

Zheng Hu, Zhe Li, Ziyun Jiao, Satoshi Nakagawa, Jiawen Deng, Shimin Cai, Tao Zhou, Fuji Ren

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted at AAAI 2025

2412.08842 2024-12-13 cs.SE cs.AI 89%

Kajal: Extracting Grammar of a Source Code Using Large Language Models

Mohammad Jalili Torkamani

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments 9 pages, 6 figures, 1 table, preprint

2310.15950 2024-12-12 cs.IR cs.AI 89%

Representation Learning with Large Language Models for Recommendation

Xubin Ren, Wei Wei, Lianghao Xia, Lixin Su, Suqi Cheng, Junfeng Wang, Dawei Yin, Chao Huang

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Published as a WWW'24 full paper

2409.01497 2024-12-09 cs.CL 89%

DiversityMedQA: Assessing Demographic Biases in Medical Diagnosis using Large Language Models

Rajat Rawat, Hudson McBride, Dhiyaan Nirmal, Rajarshi Ghosh, Jong Moon, Dhruv Alamuri, Sean O'Brien, Kevin Zhu

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Published in NLP4PI @ EMNLP 2024, Accepted to AIM-FM @ NeurIPS 2024

2411.08181 2024-12-05 cs.AI 89%

Challenges in Guardrailing Large Language Models for Science

Nishan Pantha, Muthukumaran Ramasubramanian, Iksha Gurung, Manil Maskey, Rahul Ramachandran

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2412.02173 2024-12-04 cs.AI 89%

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models

Nader Karayanni, Aya Awwad, Chein-Lien Hsiao, Surish P Shanmugam

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2412.01189 2024-12-03 cs.CL 89%

MiningGPT -- A Domain-Specific Large Language Model for the Mining Industry

Kurukulasooriya Fernando ana Gianluca Demartini

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2407.16867 2024-12-03 cond-mat.mtrl-sci cs.LG 89%

From Text to Insight: Large Language Models for Materials Science Data Extraction

Mara Schilling-Wilhelmi, Martiño Ríos-García, Sherjeel Shabih, María Victoria Gil, Santiago Miret, Christoph T. Koch, José A. Márquez, Kevin Maik Jablonka

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

2411.15623 2024-12-02 cs.CL 89%

Multi-label Sequential Sentence Classification via Large Language Model

Mengfei Lan, Lecheng Zheng, Shufan Ming, Halil Kilicoglu

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2024 Findings

2405.01769 2024-11-25 cs.CL 89%

A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law

Zhiyu Zoey Chen, Jing Ma, Xinlu Zhang, Nan Hao, An Yan, Armineh Nourbakhsh, Xianjun Yang, Julian McAuley, Linda Petzold, William Yang Wang

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments TMLR 2024

2406.17215 2024-11-21 eess.SY cs.AI cs.SY 89%

Enabling Large Language Models to Perform Power System Simulations with Previously Unseen Tools: A Case of Daline

Mengshuo Jia, Zeyu Cui, Gabriela Hug

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2411.11908 2024-11-20 cs.SE cs.AI cs.ET 89%

LLM4DS: Evaluating Large Language Models for Data Science Code Generation

Nathalia Nascimento, Everton Guimaraes, Sai Sanjna Chintakunta, Santhosh Anitha Boominathan

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments 11 pages

2307.11019 2024-11-20 cs.CL cs.IR 89%

Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation

Ruiyang Ren, Yuhao Wang, Yingqi Qu, Wayne Xin Zhao, Jing Liu, Hao Tian, Hua Wu, Ji-Rong Wen, Haifeng Wang

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2411.11061 2024-11-19 cs.CL q-bio.NC 89%

Beyond Human-Like Processing: Large Language Models Perform Equivalently on Forward and Backward Scientific Text

Xiaoliang Luo, Michael Ramscar, Bradley C. Love

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2411.06823 2024-11-12 cs.LG cs.IR 89%

Large Language Model in Medical Informatics: Direct Classification and Enhanced Text Representations for Automatic ICD Coding

Zeyd Boukhers, AmeerAli Khan, Qusai Ramadan, Cong Yang

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments accepted at the 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2024)

2411.02041 2024-11-05 cs.IR cs.AI 89%

Enhancing ID-based Recommendation with Large Language Models

Lei Chen, Chen Gao, Xiaoyi Du, Hengliang Luo, Depeng Jin, Yong Li, Meng Wang

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2411.01604 2024-11-05 cs.CR cs.AI cs.SE 89%

Large Language Model Supply Chain: Open Problems From the Security Perspective

Qiang Hu, Xiaofei Xie, Sen Chen, Lei Ma

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2405.14755 2024-11-04 cs.LG 89%

Large language models can be zero-shot anomaly detectors for time series?

Sarah Alnegheimish, Linh Nguyen, Laure Berti-Equille, Kalyan Veeramachaneni

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.LG

Comments This work is accepted by IEEE International Conference on Data Science and Advanced Analytics (DSAA 2024)

2410.23426 2024-11-01 cs.CL 89%

Social Science Meets LLMs: How Reliable Are Large Language Models in Social Simulations?

Yue Huang, Zhengqing Yuan, Yujun Zhou, Kehan Guo, Xiangqi Wang, Haomin Zhuang, Weixiang Sun, Lichao Sun, Jindong Wang, Yanfang Ye, Xiangliang Zhang

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2405.20441 2024-10-31 cs.CR cs.AI cs.HC 89%

SECURE: Benchmarking Large Language Models for Cybersecurity

Dipkamal Bhusal, Md Tanvirul Alam, Le Nguyen, Ashim Mahara, Zachary Lightcap, Rodney Frazier, Romy Fieblinger, Grace Long Torales, Benjamin A. Blakely, Nidhi Rastogi

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2405.18039 2024-10-31 cs.LG cs.NI 89%

Large Language Model-Driven Curriculum Design for Mobile Networks

Omar Erak, Omar Alhussein, Shimaa Naser, Nouf Alabbasi, De Mi, Sami Muhaidat

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments To appear in IEEE/CIC ICCC

2408.10645 2024-10-28 cs.IR cs.LG 89%

CoRA: Collaborative Information Perception by Large Language Model's Weights for Recommendation

Yuting Liu, Jinghao Zhang, Yizhou Dang, Yuliang Liang, Qiang Liu, Guibing Guo, Jianzhe Zhao, Xingwei Wang

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

2410.17363 2024-10-24 cs.AI 89%

DeLLiriuM: A large language model for delirium prediction in the ICU using structured EHR

Miguel Contreras, Sumit Kapoor, Jiaqing Zhang, Andrea Davidson, Yuanfang Ren, Ziyuan Guan, Tezcan Ozrazgat-Baslanti, Subhash Nerella, Azra Bihorac, Parisa Rashidi

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

1. 领域大模型 12637 篇

Sentiment trading with large language models

LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application

Dynamic Multi-Agent Orchestration and Retrieval for Multi-Source Question-Answer Systems using Large Language Models

Emerging Security Challenges of Large Language Models

LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation

Are Longer Prompts Always Better? Prompt Selection in Large Language Models for Recommendation Systems

Clinical Trials Ontology Engineering with Large Language Models

Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models

Kajal: Extracting Grammar of a Source Code Using Large Language Models

Representation Learning with Large Language Models for Recommendation

DiversityMedQA: Assessing Demographic Biases in Medical Diagnosis using Large Language Models

Challenges in Guardrailing Large Language Models for Science

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models

MiningGPT -- A Domain-Specific Large Language Model for the Mining Industry

From Text to Insight: Large Language Models for Materials Science Data Extraction

Multi-label Sequential Sentence Classification via Large Language Model

A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law

Enabling Large Language Models to Perform Power System Simulations with Previously Unseen Tools: A Case of Daline

LLM4DS: Evaluating Large Language Models for Data Science Code Generation

Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation

Beyond Human-Like Processing: Large Language Models Perform Equivalently on Forward and Backward Scientific Text

Large Language Model in Medical Informatics: Direct Classification and Enhanced Text Representations for Automatic ICD Coding

Enhancing ID-based Recommendation with Large Language Models

Large Language Model Supply Chain: Open Problems From the Security Perspective

Large language models can be zero-shot anomaly detectors for time series?

Social Science Meets LLMs: How Reliable Are Large Language Models in Social Simulations?

SECURE: Benchmarking Large Language Models for Cybersecurity

Large Language Model-Driven Curriculum Design for Mobile Networks

CoRA: Collaborative Information Perception by Large Language Model's Weights for Recommendation

DeLLiriuM: A large language model for delirium prediction in the ICU using structured EHR