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
SEED: Domain-Specific Data Curation With Large Language Models Zui Chen Lei Cao Samuel Madden Tim Kraska Zeyuan Shang Ju Fan Nan Tang Zihui Gu Chunwei Liu Michael Cafarella 37 7 0 01 Oct 2023
Heterogeneous Entity Matching with Complex Attribute Associations using BERT and Neural Networks Shitao Wang Jiamin Lu 16 1 0 20 Sep 2023
LinkTransformer: A Unified Package for Record Linkage with Transformer Language Models Abhishek Arora Melissa Dell KELM 36 8 0 02 Sep 2023
Large Language Models as Data Preprocessors Haochen Zhang Yuyang Dong Chuan Xiao Masafumi Oyamada 43 30 0 30 Aug 2023
MultiEM: Efficient and Effective Unsupervised Multi-Table Entity Matching Xiaocan Zeng Pengfei Wang Yuren Mao Lu Chen Xiaoze Liu Yunjun Gao 33 3 0 02 Aug 2023
LakeBench: Benchmarks for Data Discovery over Data Lakes Kavitha Srinivas Julian T Dolby Ibrahim Abdelaziz Oktie Hassanzadeh Harsha Kokel Aamod Khatiwada Tejaswini Pedapati Subhajit Chaudhury Horst Samulowitz 30 10 0 09 Jul 2023
LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention Bias Mario Almagro Emilio Almazán Diego Ortego David Jiménez 29 3 0 06 Jul 2023
VerifAI: Verified Generative AI Nan Tang Chenyu Yang Ju Fan Lei Cao Yuyu Luo Alon Halevy 21 15 0 06 Jul 2023
Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching N. Shahbazi Nikola Danevski F. Nargesian Abolfazl Asudeh D. Srivastava 19 10 0 06 Jul 2023
A Critical Re-evaluation of Benchmark Datasets for (Deep) Learning-Based Matching Algorithms G. Papadakis Nishadi Kirielle Peter Christen Themis Palpanas 42 7 0 03 Jul 2023
Lingua Manga: A Generic Large Language Model Centric System for Data Curation Zui Chen Lei Cao Samuel Madden 19 8 0 20 Jun 2023
Interpretable Medical Diagnostics with Structured Data Extraction by Large Language Models Aleksa Bisercic Mladen Nikolic M. Schaar Boris Delibasic Pietro Lio Andrija Petrović 30 16 0 08 Jun 2023
CoSiNES: Contrastive Siamese Network for Entity Standardization Jiaqing Yuan Michele Merler M. Choudhury Raju Pavuluri Munindar P. Singh M. Vukovic 22 0 0 05 Jun 2023
AdapterEM: Pre-trained Language Model Adaptation for Generalized Entity Matching using Adapter-tuning John Bosco Mugeni S. Lynden Toshiyuki Amagasa Akiyoshi Matono 26 2 0 30 May 2023
Using ChatGPT for Entity Matching Ralph Peeters Christian Bizer AI4MH 30 26 0 05 May 2023
Unstructured and structured data: Can we have the best of both worlds with large language models? W. Tan 29 1 0 25 Apr 2023
Pre-trained Embeddings for Entity Resolution: An Experimental Analysis [Experiment, Analysis & Benchmark] Alexandros Zeakis G. Papadakis Dimitrios Skoutas Manolis Koubarakis 32 37 0 24 Apr 2023
CancerGPT: Few-shot Drug Pair Synergy Prediction using Large Pre-trained Language Models Tianhao Li Sandesh Shetty Advaith Kamath A. Jaiswal Xian-Wei Jiang Ying Ding Yejin Kim LM&MA 29 24 0 18 Apr 2023
Deep Active Alignment of Knowledge Graph Entities and Schemata Jiacheng Huang Zequn Sun Qijin Chen Xiaozhou Xu Weijun Ren Wei Hu 27 11 0 10 Apr 2023
Linking Representations with Multimodal Contrastive Learning Abhishek Arora Xinmei Yang Shao-Yu Jheng Melissa Dell 38 1 0 07 Apr 2023
SC-Block: Supervised Contrastive Blocking within Entity Resolution Pipelines Alexander Brinkmann Roee Shraga Christian Bizer 50 9 0 06 Mar 2023
Cross-Modal Entity Matching for Visually Rich Documents Ritesh Sarkhel Arnab Nandi 21 3 0 01 Mar 2023
Construction of Knowledge Graphs: State and Challenges Marvin Hofer Daniel Obraczka A. Saeedi Hanna Köpcke Erhard Rahm 26 31 0 22 Feb 2023
WDC Products: A Multi-Dimensional Entity Matching Benchmark Ralph Peeters Reng Chiz Der Christian Bizer 29 14 0 23 Jan 2023
KAER: A Knowledge Augmented Pre-Trained Language Model for Entity Resolution Liri Fang Lan Li Yiren Liu Vetle I. Torvik Bertram Ludäscher 18 5 0 12 Jan 2023
DeepJoin: Joinable Table Discovery with Pre-trained Language Models Yuyang Dong Chuan Xiao Takuma Nozawa Masafumi Enomoto Masafumi Oyamada 27 18 0 15 Dec 2022
Ground Truth Inference for Weakly Supervised Entity Matching Renzhi Wu Alexander Bendeck Xu Chu Yeye He 23 8 0 13 Nov 2022
Entity Matching by Pool-based Active Learning Youfang Han Chunping Li 36 2 0 01 Nov 2022
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 57 213 0 19 Oct 2022
FlexER: Flexible Entity Resolution for Multiple Intents Bar Genossar Roee Shraga Avigdor Gal Technion - Israel Institute of Technology 27 11 0 23 Aug 2022
Block-SCL: Blocking Matters for Supervised Contrastive Learning in Product Matching Mario Almagro David Jiménez-Cabello Diego Ortego Emilio Almazán Eva Martínez 27 3 0 05 Jul 2022
e-CLIP: Large-Scale Vision-Language Representation Learning in E-commerce Wonyoung Shin Jonghun Park Taekang Woo Yongwoo Cho Kwangjin Oh Hwanjun Song VLM 32 16 0 01 Jul 2022
Deep Learning to Jointly Schema Match, Impute, and Transform Databases Sandhya Tripathi Bradley A. Fritz M. Abdelhack M. Avidan Yixin Chen C. King AI4TS 12 3 0 22 Jun 2022
Multilingual Transformers for Product Matching -- Experiments and a New Benchmark in Polish Michal Mo.zd.zonek Anna Wróblewska Sergiy Tkachuk S. Lukasik 46 0 0 31 May 2022
Can Foundation Models Wrangle Your Data? A. Narayan Ines Chami Laurel J. Orr Simran Arora Christopher Ré LMTD AI4CE 181 214 0 20 May 2022
Bridging the Gap between Reality and Ideality of Entity Matching: A Revisiting and Benchmark Re-Construction Tianshu Wang Hongyu Lin Cheng Fu Xianpei Han Le Sun Zhiyu Li Hui Chen Minlong Lu Xiuwen Zhu 19 8 0 12 May 2022
DAME: Domain Adaptation for Matching Entities M. Trabelsi J. Heflin Jin Cao 10 11 0 20 Apr 2022
Effective Explanations for Entity Resolution Models Tommaso Teofili D. Firmani Nick Koudas Vincenzo Martello P. Merialdo D. Srivastava AAML 10 16 0 24 Mar 2022
Supervised Contrastive Learning for Product Matching Ralph Peeters Christian Bizer SSL 32 41 0 04 Feb 2022
Unsupervised Matching of Data and Text N. Ahmadi H. Sand Paolo Papotti 34 19 0 16 Dec 2021
Evaluating Pretrained Transformer Models for Entity Linking in Task-Oriented Dialog Sai Muralidhar Jayanthi Varsha Embar Karthik Raghunathan 20 6 0 15 Dec 2021
Auto-Tag: Tagging-Data-By-Example in Data Lakes Yeye He Jie Song Yue Wang S. Chaudhuri Vishal Anil Blake Lassiter Y. Goland Gaurav Malhotra 9 5 0 11 Dec 2021
KARL-Trans-NER: Knowledge Aware Representation Learning for Named Entity Recognition using Transformers Avi Chawla Nidhi Mulay Vikas Bishnoi Gaurav Dhama ViT 21 2 0 30 Nov 2021
Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation Di Jin Bunyamin Sisman Hao Wei Xin Luna Dong Danai Koutra 18 11 0 27 Oct 2021
Cross-Language Learning for Entity Matching Ralph Peeters Christian Bizer 12 5 0 07 Oct 2021
LEMON: Explainable Entity Matching Nils Barlaug FAtt AAML 20 9 0 01 Oct 2021
Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search Junwen Yang Yeye He S. Chaudhuri AI4TS 19 26 0 25 Jun 2021
Interpretable and Low-Resource Entity Matching via Decoupling Feature Learning from Decision Making Zijun Yao Chengjiang Li Tiansi Dong Xin Lv Jifan Yu Lei Hou Juan-Zi Li Yichi Zhang Zelin Dai 12 9 0 08 Jun 2021
Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins S. Suri Ihab F. Ilyas Christopher Ré Theodoros Rekatsinas 33 21 0 02 Jun 2021
Deep Indexed Active Learning for Matching Heterogeneous Entity Representations Arjit Jain Sunita Sarawagi Prithviraj Sen 27 24 0 08 Apr 2021