Empower Large Language Model to Perform Better on Industrial Domain-Specific Question Answering

19 May 2023

Fangkai Yang

Zezhong Wang

Papers citing "Empower Large Language Model to Perform Better on Industrial Domain-Specific Question Answering"

35 / 35 papers shown

Title
Fine-Tuning Large Language Models and Evaluating Retrieval Methods for Improved Question Answering on Building Codes Mohammad Aqib Mohd Hamza Qipei Mei Ying Hei Chui RALM ELM 47 0 0 07 May 2025
Rethinking Data: Towards Better Performing Domain-Specific Small Language Models Boris Nazarov Darya Frolova Yackov Lubarsky Alexei Gaissinski Pavel Kisilev ALM 56 1 0 03 Mar 2025
QuIM-RAG: Advancing Retrieval-Augmented Generation with Inverted Question Matching for Enhanced QA Performance Binita Saha Utsha Saha Muhammad Zubair Malik RALM 3DV 56 2 0 06 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 71 0 0 31 Dec 2024
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models Weijie Chen Ting Bai Jinbo Su Jian Luan W. Liu Chuan Shi RALM 121 1 0 07 Dec 2024
Towards Optimizing a Retrieval Augmented Generation using Large Language Model on Academic Data Anum Afzal Juraj Vladika Gentrit Fazlija Andrei Staradubets Florian Matthes RALM 26 0 0 13 Nov 2024
Token-level Proximal Policy Optimization for Query Generation Yichen Ouyang Lu Wang Fangkai Yang Pu Zhao Chenghua Huang ... Saravan Rajmohan Weiwei Deng Dongmei Zhang Feng Sun Qi Zhang OffRL 59 3 0 01 Nov 2024
AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure Xi Chen Zhiyang Zhang Fangkai Yang Xiaoting Qin Chao Du ... Hangxin Liu Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang 26 1 0 26 Sep 2024
Task-oriented Prompt Enhancement via Script Generation Chung-Yu Wang Alireza DaghighFarsoodeh Hung Viet Pham LRM 37 0 0 24 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 34 1 0 02 Sep 2024
Evaluating ChatGPT on Nuclear Domain-Specific Data Muhammad Anwar Mischa de Costa Issam Hammad Daniel Lau 16 0 0 26 Aug 2024
ColBERT Retrieval and Ensemble Response Scoring for Language Model Question Answering Alex Gichamba Tewodros Kederalah Idris Brian Ebiyau Eric Nyberg Teruko Mitamura 18 0 0 20 Aug 2024
BioRAG: A RAG-LLM Framework for Biological Question Reasoning Chengrui Wang Qingqing Long Meng Xiao Xunxin Cai Chengjun Wu Zhen Meng Xuezhi Wang Yuanchun Zhou 31 23 0 02 Aug 2024
KaPQA: Knowledge-Augmented Product Question-Answering Swetha Eppalapally Daksh Dangi Chaithra Bhat Ankita Gupta Ruiyi Zhang ... Karishma Bagga Seunghyun Yoon Nedim Lipka Ryan A. Rossi Franck Dernoncourt RALM 18 1 0 22 Jul 2024
Benchmarks as Microscopes: A Call for Model Metrology Michael Stephen Saxon Ari Holtzman Peter West William Yang Wang Naomi Saphra 23 10 0 22 Jul 2024
No Size Fits All: The Perils and Pitfalls of Leveraging LLMs Vary with Company Size Ashok Urlana Charaka Vinayak Kumar B. Garlapati Ajeet Kumar Singh Rahul Mishra 33 1 0 21 Jul 2024
Towards Optimizing and Evaluating a Retrieval Augmented QA Chatbot using LLMs with Human in the Loop Anum Afzal Alexander Kowsik Rajna Fani Florian Matthes 50 6 0 08 Jul 2024
Engineering Conversational Search Systems: A Review of Applications, Architectures, and Functional Components Phillip Schneider Wessel Poelman Michael Rovatsos Florian Matthes 29 2 0 01 Jul 2024
Nissist: An Incident Mitigation Copilot based on Troubleshooting Guides Kaikai An Fangkai Yang Junting Lu Liqun Li Zhixing Ren ... Hua Ding Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang 28 8 0 27 Feb 2024
LLMs with Industrial Lens: Deciphering the Challenges and Prospects -- A Survey Ashok Urlana Charaka Vinayak Kumar Ajeet Kumar Singh B. Garlapati S. Chalamala Rahul Mishra 35 5 0 22 Feb 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
T-RAG: Lessons from the LLM Trenches M. Fatehkia J. Lucas Sanjay Chawla LLMAG 24 18 0 12 Feb 2024
Knowledge Sharing in Manufacturing using Large Language Models: User Evaluation and Model Benchmarking Samuel Kernan Freire Chaofan Wang Mina Foosherian S. Wellsandt Santiago Ruiz-Arenas E. Niforatos 27 2 0 10 Jan 2024
A Unified Industrial Large Knowledge Model Framework in Smart Manufacturing Jay Lee Hanqi Su 19 5 0 22 Dec 2023
Large Language Models are Complex Table Parsers Bowen Zhao Changkai Ji Yuejie Zhang Wen He Yingwen Wang Qing Wang Rui Feng Xiaobo Zhang LMTD RALM 17 21 0 13 Dec 2023
Self-Specialization: Uncovering Latent Expertise within Large Language Models Junmo Kang Hongyin Luo Yada Zhu Jacob A. Hansen James R. Glass David D. Cox Alan Ritter Rogerio Feris Leonid Karlinsky ALM MoMe 17 4 0 29 Sep 2023
PACE-LM: Prompting and Augmentation for Calibrated Confidence Estimation with GPT-4 in Cloud Incident Root Cause Analysis Dylan Zhang Xuchao Zhang Chetan Bansal P. Las-Casas Rodrigo Fonseca Saravan Rajmohan 38 1 0 11 Sep 2023
Evaluating Open-QA Evaluation Cunxiang Wang Sirui Cheng Qipeng Guo Yuanhao Yue Bowen Ding Zhikun Xu Yidong Wang Xiangkun Hu Zheng Zhang Yue Zhang ELM 21 29 0 21 May 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 576 0 06 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 209 2,232 0 22 Mar 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 207 1,089 0 20 Sep 2022
Modern Question Answering Datasets and Benchmarks: A Survey Zhen Wang 29 22 0 30 Jun 2022
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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 202 791 0 13 Sep 2019