Deep Entity Matching with Pre-Trained Language Models

1 April 2020

Papers citing "Deep Entity Matching with Pre-Trained Language Models"

50 / 110 papers shown

Title
Snoopy: Effective and Efficient Semantic Join Discovery via Proxy Columns Yuxiang Guo Yuren Mao Zhonghao Hu Lu Chen Yunjun Gao 39 0 0 24 Feb 2025
Model Lakes Koyena Pal David Bau Renée J. Miller 67 0 0 24 Feb 2025
Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting Gyanendra Shrestha Chutain Jiang Sai Akula Vivek Yannam Anna Pyayt Michael Gubanov LMTD 97 0 0 20 Feb 2025
Linking Cryptoasset Attribution Tags to Knowledge Graph Entities: An LLM-based Approach Régnier Avice Bernhard Haslhofer Zhidong Li Jianlong Zhou 50 1 0 12 Feb 2025
On the Robustness of Cover Version Identification Models: A Study Using Cover Versions from YouTube Simon Hachmeier Robert Jäschke AAML 46 0 0 03 Jan 2025
Freshness and Informativity Weighted Cognitive Extent and Its Correlation with Cumulative Citation Count Zehua Wang Jian Wu 41 0 0 31 Dec 2024
The Design of an LLM-powered Unstructured Analytics System Eric Anderson Jonathan Fritz Austin Lee Bohou Li Mark Lindblad ... Mehul A. Shah Benjamin Sowell Dan Tecuci Vinayak Thapliyal Matt Welsh 55 10 0 31 Dec 2024
Leveraging Foundation Language Models (FLMs) for Automated Cohort Extraction from Large EHR Databases Purity Mugambi Alexandra Meliou Madalina Fiterau 84 0 0 16 Dec 2024
Leveraging Large Language Models for Generating Labeled Mineral Site Record Linkage Data Jiyoon Pyo Yao-Yi Chiang 77 0 0 17 Nov 2024
Leveraging large language models for efficient representation learning for entity resolution Xiaowei Xu Bi T. Foua Xingqiao Wang Vivek Gunasekaran John R. Talburt 24 0 0 15 Nov 2024
Mitigating Matching Biases Through Score Calibration Mohammad Hossein Moslemi Mostafa Milani 24 0 0 03 Nov 2024
Matchmaker: Self-Improving Large Language Model Programs for Schema Matching Nabeel Seedat M. Schaar 39 2 0 31 Oct 2024
Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Generator-Validator Fine-tuning Junjie Xing Yeye He Mengyu Zhou Haoyu Dong Shi Han Dongmei Zhang S. Chaudhuri LMTD 54 1 0 16 Oct 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs Yongqin Xu Huan Li Ke Chen Lidan Shou 50 2 0 16 Oct 2024
Fill In The Gaps: Model Calibration and Generalization with Synthetic Data Yang Ba M. Mancenido Rong Pan SyDa 26 1 0 07 Oct 2024
T-KAER: Transparency-enhanced Knowledge-Augmented Entity Resolution Framework Lan Li Liri Fang Yiren Liu Vetle I. Torvik Bertram Ludaescher 16 0 0 30 Sep 2024
Evaluating Blocking Biases in Entity Matching Mohammad Hossein Moslemi Harini Balamurugan Mostafa Milani 21 1 0 24 Sep 2024
Learning variant product relationship and variation attributes from e-commerce website structures Pedro Herrero-Vidal You-Lin Chen Cris Liu Prithviraj Sen Lichao Wang 31 0 0 17 Sep 2024
"The Data Says Otherwise"-Towards Automated Fact-checking and Communication of Data Claims Yu Fu Shunan Guo Jane Hoffswell Victor S. Bursztyn Ryan A. Rossi J. Stasko 31 2 0 16 Sep 2024
Fine-tuning Large Language Models for Entity Matching Aaron Steiner R. Peeters Christian Bizer LRM 42 5 0 12 Sep 2024
AnyMatch -- Efficient Zero-Shot Entity Matching with a Small Language Model Zeyu Zhang Paul Groth Iacer Calixto Sebastian Schelter 41 1 0 06 Sep 2024
Quantifying Prediction Consistency Under Model Multiplicity in Tabular LLMs Faisal Hamman Pasan Dissanayake Saumitra Mishra Freddy Lecue Sanghamitra Dutta AAML 45 3 0 04 Jul 2024
Liberal Entity Matching as a Compound AI Toolchain Silvery D. Fu David Wang Wen Zhang Kathleen Ge 19 0 0 17 Jun 2024
Learning from Natural Language Explanations for Generalizable Entity Matching Somin Wadhwa Adit Krishnan Runhui Wang Byron C. Wallace Chris Kong LRM 42 3 0 13 Jun 2024
Leveraging Large Language Models for Entity Matching Qianyu Huang Tongfang Zhao 34 1 0 31 May 2024
Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching Tianshu Wang Xiaoyang Chen Hongyu Lin Xuanang Chen Xianpei Han Hao Wang Zhenyu Zeng Le Sun 45 7 0 27 May 2024
UniDM: A Unified Framework for Data Manipulation with Large Language Models Yichen Qian Yongyi He Rong Zhu Jintao Huang Zhijian Ma ... Yaohua Wang Xiuyu Sun Defu Lian Bolin Ding Jingren Zhou 26 4 0 10 May 2024
APrompt4EM: Augmented Prompt Tuning for Generalized Entity Matching Yikuan Xia Jiazun Chen Xinchi Li Jun Gao VLM 48 1 0 08 May 2024
Towards Universal Dense Blocking for Entity Resolution Tianshu Wang Hongyu Lin Xianpei Han Xiaoyang Chen Boxi Cao Le Sun 43 1 0 23 Apr 2024
FairEM360: A Suite for Responsible Entity Matching N. Shahbazi Mahdi Erfanian Abolfazl Asudeh F. Nargesian Divesh Srivastava 11 0 0 10 Apr 2024
End-to-end multi-modal product matching in fashion e-commerce Sándor Tóth Stephen Wilson Alexia Tsoukara Enric Moreu Anton Masalovich Lars Roemheld 27 0 0 18 Mar 2024
DP-TabICL: In-Context Learning with Differentially Private Tabular Data Alycia N. Carey Karuna Bhaila Kennedy Edemacu Xintao Wu 35 7 0 08 Mar 2024
Preliminary Guidelines For Combining Data Integration and Visual Data Analysis Adam Joseph Coscia Ashley Suh Remco Chang Alex Endert 21 0 0 07 Mar 2024
ReMatch: Retrieval Enhanced Schema Matching with LLMs Eitam Sheetrit Menachem Brief Moshik Mishaeli Oren Elisha 29 11 0 03 Mar 2024
OAG-Bench: A Human-Curated Benchmark for Academic Graph Mining Fanjin Zhang Shijie Shi Yifan Zhu Bo Chen Yukuo Cen ... Huihui Yuan Jian Song Xiaoyan Li Yuxiao Dong Jie Tang 42 16 0 24 Feb 2024
Solving Data-centric Tasks using Large Language Models Shraddha Barke Christian Poelitz Carina Negreanu Ben Zorn J. Cambronero ... Nadia Polikarpova Advait Sarkar Brian Slininger N. Toronto Jack Williams 41 1 0 18 Feb 2024
Enhancing Multi-field B2B Cloud Solution Matching via Contrastive Pre-training Haonan Chen Zhicheng Dou Xuetong Hao Yunhao Tao Shiren Song Zhenli Sheng 21 0 0 11 Feb 2024
Text-Based Product Matching -- Semi-Supervised Clustering Approach Alicja Martinek Szymon Lukasik Amir H. Gandomi 33 0 0 01 Feb 2024
SMUTF: Schema Matching Using Generative Tags and Hybrid Features Yu Zhang Mei Di Haozheng Luo Chenwei Xu Richard Tzong-Han Tsai 65 7 0 22 Jan 2024
On Leveraging Large Language Models for Enhancing Entity Resolution Huahang Li Longyu Feng Shuangyin Li Fei Hao C. Zhang Yuanfeng Song Lei Chen 19 3 0 07 Jan 2024
Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration Meihao Fan Xiaoyue Han Ju Fan Chengliang Chai Nan Tang Guoliang Li Xiaoyong Du 29 5 0 07 Dec 2023
Jellyfish: A Large Language Model for Data Preprocessing Haochen Zhang Yuyang Dong Chuan Xiao Masafumi Oyamada 37 26 0 04 Dec 2023
The Battleship Approach to the Low Resource Entity Matching Problem Bar Genossar Avigdor Gal Roee Shraga 32 3 0 27 Nov 2023
Distilling Large Language Models using Skill-Occupation Graph Context for HR-Related Tasks Pouya Pezeshkpour Hayate Iso Thom Lake Nikita Bhutani Estevam R. Hruschka 41 2 0 10 Nov 2023
OLaLa: Ontology Matching with Large Language Models S. Hertling Heiko Paulheim 11 38 0 07 Nov 2023
Entity Matching using Large Language Models R. Peeters Christian Bizer 33 11 0 17 Oct 2023
Table-GPT: Table-tuned GPT for Diverse Table Tasks Peng Li Yeye He Dror Yashar Weiwei Cui Song Ge Haidong Zhang D. Fainman Dongmei Zhang Surajit Chaudhuri ALM LMTD 50 70 0 13 Oct 2023
Cost-Efficient Prompt Engineering for Unsupervised Entity Resolution Navapat Nananukul Khanin Sisaengsuwanchai Mayank Kejriwal 27 5 0 09 Oct 2023
Observatory: Characterizing Embeddings of Relational Tables Tianji Cong Madelon Hulsebos Zhenjie Sun Paul Groth H. V. Jagadish 31 8 0 05 Oct 2023
Data Cleaning and Machine Learning: A Systematic Literature Review Pierre-Olivier Coté Amin Nikanjam Nafisa Ahmed D. Humeniuk Foutse Khomh 44 22 0 03 Oct 2023