语言大模型 / LLM - arXivDaily 专题

2309.05619 2023-11-21 cs.CL 89%

Effective Proxy for Human Labeling: Ensemble Disagreement Scores in Large Language Models for Industrial NLP

Wei Du, Laksh Advani, Yashmeet Gambhir, Daniel J Perry, Prashant Shiralkar, Zhengzheng Xing, Aaron Colak

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 Camera ready version for 2023 EMNLP (The Third Workshop on Natural Language Generation, Evaluation, and Metrics (GEM))

2305.13523 2023-11-20 cs.CL 89%

A Study of Generative Large Language Model for Medical Research and Healthcare

Cheng Peng, Xi Yang, Aokun Chen, Kaleb E Smith, Nima PourNejatian, Anthony B Costa, Cheryl Martin, Mona G Flores, Ying Zhang, Tanja Magoc, Gloria Lipori, Duane A Mitchell, Naykky S Ospina, Mustafa M Ahmed, William R Hogan, Elizabeth A Shenkman, Yi Guo, Jiang Bian, Yonghui Wu

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

2311.08890 2023-11-16 cs.CL 89%

Large Language Models are legal but they are not: Making the case for a powerful LegalLLM

Thanmay Jayakumar, Fauzan Farooqui, Luqman Farooqui

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 7 pages, Accepted at Natural Legal Language Processing Workshop, EMNLP 2023

2311.04368 2023-11-09 cs.CL 89%

Evaluating multiple large language models in pediatric ophthalmology

Jason Holmes, Rui Peng, Yiwei Li, Jinyu Hu, Zhengliang Liu, Zihao Wu, Huan Zhao, Xi Jiang, Wei Liu, Hong Wei, Jie Zou, Tianming Liu, Yi Shao

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 6 figures, 1 table

2310.18752 2023-11-01 cs.AI 89%

Reboost Large Language Model-based Text-to-SQL, Text-to-Python, and Text-to-Function -- with Real Applications in Traffic Domain

Guanghu Sui, Zhishuai Li, Ziyue Li, Sun Yang, Jingqing Ruan, Hangyu Mao, Rui Zhao

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

2310.16409 2023-10-26 cs.IR cs.LG 89%

Multiple Key-value Strategy in Recommendation Systems Incorporating Large Language Model

Dui Wang, Xiangyu Hou, Xiaohui Yang, Bo Zhang, Renbing Chen, Daiyue Xue

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 by CIKM2023 workshop at GenRec'23

2310.13092 2023-10-23 cs.CL 89%

Do Language Models Learn about Legal Entity Types during Pretraining?

Claire Barale, Michael Rovatsos, Nehal Bhuta

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

Comments Accepted for publication at the 5th Natural Legal Language Processing Workshop (NLLP) hosted at EMNLP2023

2310.11761 2023-10-19 cs.CL 89%

A Comprehensive Evaluation of Large Language Models on Legal Judgment Prediction

Ruihao Shui, Yixin Cao, Xiang Wang, Tat-Seng Chua

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 EMNLP Findings 2023

2310.01708 2023-10-04 cs.CL 89%

Deciphering Diagnoses: How Large Language Models Explanations Influence Clinical Decision Making

D. Umerenkov, G. Zubkova, A. Nesterov

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

2309.16167 2023-09-29 cs.CL 89%

Large Language Model Soft Ideologization via AI-Self-Consciousness

Xiaotian Zhou, Qian Wang, Xiaofeng Wang, Haixu Tang, Xiaozhong Liu

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

2303.12057 2023-09-28 cs.CY cs.CL 89%

Large Language Models Can Be Used to Estimate the Latent Positions of Politicians

Patrick Y. Wu, Jonathan Nagler, Joshua A. Tucker, Solomon Messing

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 18 pages, 4 figures; V2: fixed graphical error on Figure 2; V3: reorganized sections, updated prose; V4: added additional scales and analysis

2309.09120 2023-09-19 cs.AI cs.CY 89%

Public Perceptions of Gender Bias in Large Language Models: Cases of ChatGPT and Ernie

Kyrie Zhixuan Zhou, Madelyn Rose Sanfilippo

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

2309.02884 2023-09-08 cs.CL 89%

Aligning Large Language Models for Clinical Tasks

Supun Manathunga, Isuru Hettigoda

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

Comments 10 pages, 3 figures

2309.01071 2023-09-06 cs.CL 89%

Business Process Text Sketch Automation Generation Using Large Language Model

Rui Zhu, Quanzhou Hu, Wenxin Li, Honghao Xiao, Chaogang Wang, Zixin Zhou

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

Comments 10 pages, 7 figures

2308.12241 2023-08-24 cs.IR cs.AI 89%

LLMRec: Benchmarking Large Language Models on Recommendation Task

Junling Liu, Chao Liu, Peilin Zhou, Qichen Ye, Dading Chong, Kang Zhou, Yueqi Xie, Yuwei Cao, Shoujin Wang, Chenyu You, Philip S. Yu

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

2308.08285 2023-08-17 cs.IR cs.CL 89%

Pre-training with Large Language Model-based Document Expansion for Dense Passage Retrieval

Guangyuan Ma, Xing Wu, Peng Wang, Zijia Lin, Songlin Hu

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 10 pages, 3 tables, 4 figures, under review

2306.04140 2023-08-11 cs.CL 89%

Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions

John Joon Young Chung, Ece Kamar, Saleema Amershi

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 as a long paper at ACL 2023

2308.04898 2023-08-10 cs.CR cs.LG cs.SE 89%

An Empirical Study on Using Large Language Models to Analyze Software Supply Chain Security Failures

Tanmay Singla, Dharun Anandayuvaraj, Kelechi G. Kalu, Taylor R. Schorlemmer, James C. Davis

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 22 pages, 9 figures

2305.06984 2023-07-10 cs.CL 89%

Evaluating Open-Domain Question Answering in the Era of Large Language Models

Ehsan Kamalloo, Nouha Dziri, Charles L. A. Clarke, Davood Rafiei

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 ACL 2023; code and data released at https://github.com/ehsk/OpenQA-eval

2205.12650 2023-07-04 cs.CL cs.IR 89%

Few-shot Reranking for Multi-hop QA via Language Model Prompting

Muhammad Khalifa, Lajanugen Logeswaran, Moontae Lee, Honglak Lee, Lu Wang

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

Comments ACL 2023 - Camera Ready

2306.14457 2023-06-27 cs.CL 89%

Fauno: The Italian Large Language Model that will leave you senza parole!

Andrea Bacciu, Giovanni Trappolini, Andrea Santilli, Emanuele Rodolà, Fabrizio Silvestri

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

2306.02754 2023-06-06 cs.CL 89%

PULSAR: Pre-training with Extracted Healthcare Terms for Summarising Patients' Problems and Data Augmentation with Black-box Large Language Models

Hao Li, Yuping Wu, Viktor Schlegel, Riza Batista-Navarro, Thanh-Tung Nguyen, Abhinav Ramesh Kashyap, Xiaojun Zeng, Daniel Beck, Stefan Winkler, Goran Nenadic

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 ACL 2023's workshop BioNLP 2023

2305.13821 2023-05-24 q-bio.GN cs.AI cs.IR 89%

GenSpectrum Chat: Data Exploration in Public Health Using Large Language Models

Chaoran Chen, Tanja Stadler

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

2305.09612 2023-05-17 cs.CL cs.IR 89%

Large Language Models are Built-in Autoregressive Search Engines

Noah Ziems, Wenhao Yu, Zhihan Zhang, Meng Jiang

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 to ACL 2023 Findings

2304.14354 2023-04-28 cs.CL 89%

Industrial Engineering with Large Language Models: A case study of ChatGPT's performance on Oil & Gas problems

Oluwatosin Ogundare, Srinath Madasu, Nathanial Wiggins

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 Industrial Engineering with LLMs

2301.13382 2023-02-01 cs.CL 89%

Numeracy from Literacy: Data Science as an Emergent Skill from Large Language Models

David Noever, Forrest McKee

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

2212.05238 2022-12-13 cs.CL cond-mat.mtrl-sci 89%

Structured information extraction from complex scientific text with fine-tuned large language models

Alexander Dunn, John Dagdelen, Nicholas Walker, Sanghoon Lee, Andrew S. Rosen, Gerbrand Ceder, Kristin Persson, Anubhav Jain

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

2202.01142 2022-02-03 cs.SE cs.CR cs.LG 89%

Pop Quiz! Can a Large Language Model Help With Reverse Engineering?

Hammond Pearce, Benjamin Tan, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri, Brendan Dolan-Gavitt

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 18 pages, 19 figures. Linked dataset: https://doi.org/10.5281/zenodo.5949075

2602.13800 2026-02-17 cs.RO cs.HC 89%

Ontological grounding for sound and natural robot explanations via large language models

通过大语言模型实现声音和自然的机器人解释的本体论基础

Alberto Olivares-Alarcos, Muhammad Ahsan, Satrio Sanjaya, Hsien-I Lin, Guillem Alenyà

机构 * Institute of Electrical and Control Engineering, National Yang Ming Chiao Tung University（电子与控制工程研究所，国立阳明交通大学）

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

AI总结本文提出结合本体推理与大语言模型的框架，以生成自然且语义准确的机器人解释，提升人机交互的透明度和可解释性。

Comments An extended abstract of this article is accepted for presentation at AAMAS 2026: Olivares-Alarcos, A., Muhammad, A., Sanjaya, S., Lin, H. and Alenyà, G. (2026). Blending ontologies and language models to generate sound and natural robot explanations. In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems. IFAAMAS

2310.19488 2025-06-17 cs.IR 89%

CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation

Yang Zhang, Fuli Feng, Jizhi Zhang, Keqin Bao, Qifan Wang, Xiangnan He

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract,comments)

Comments Accepted by IEEE TKDE 2025 (add new LLM backbone Qwen2-1.5B and NDCG metric)

1. 领域大模型 12534 篇

Effective Proxy for Human Labeling: Ensemble Disagreement Scores in Large Language Models for Industrial NLP

A Study of Generative Large Language Model for Medical Research and Healthcare

Large Language Models are legal but they are not: Making the case for a powerful LegalLLM

Evaluating multiple large language models in pediatric ophthalmology

Reboost Large Language Model-based Text-to-SQL, Text-to-Python, and Text-to-Function -- with Real Applications in Traffic Domain

Multiple Key-value Strategy in Recommendation Systems Incorporating Large Language Model

Do Language Models Learn about Legal Entity Types during Pretraining?

A Comprehensive Evaluation of Large Language Models on Legal Judgment Prediction

Deciphering Diagnoses: How Large Language Models Explanations Influence Clinical Decision Making

Large Language Model Soft Ideologization via AI-Self-Consciousness

Large Language Models Can Be Used to Estimate the Latent Positions of Politicians

Public Perceptions of Gender Bias in Large Language Models: Cases of ChatGPT and Ernie

Aligning Large Language Models for Clinical Tasks

Business Process Text Sketch Automation Generation Using Large Language Model

LLMRec: Benchmarking Large Language Models on Recommendation Task

Pre-training with Large Language Model-based Document Expansion for Dense Passage Retrieval

Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions

An Empirical Study on Using Large Language Models to Analyze Software Supply Chain Security Failures

Evaluating Open-Domain Question Answering in the Era of Large Language Models

Few-shot Reranking for Multi-hop QA via Language Model Prompting

Fauno: The Italian Large Language Model that will leave you senza parole!

PULSAR: Pre-training with Extracted Healthcare Terms for Summarising Patients' Problems and Data Augmentation with Black-box Large Language Models

GenSpectrum Chat: Data Exploration in Public Health Using Large Language Models

Large Language Models are Built-in Autoregressive Search Engines

Industrial Engineering with Large Language Models: A case study of ChatGPT's performance on Oil & Gas problems

Numeracy from Literacy: Data Science as an Emergent Skill from Large Language Models

Structured information extraction from complex scientific text with fine-tuned large language models

Pop Quiz! Can a Large Language Model Help With Reverse Engineering?

Ontological grounding for sound and natural robot explanations via large language models

CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation