Assessing the Impact of the Quality of Textual Data on Feature Representation and Machine Learning Models

12 February 2025

Papers citing "Assessing the Impact of the Quality of Textual Data on Feature Representation and Machine Learning Models"

26 / 26 papers shown

Title
The Battle of LLMs: A Comparative Study in Conversational QA Tasks Aryan Rangapur Aman Rangapur ELM 62 8 0 28 May 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 198 408 0 09 Feb 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 151 1,085 0 08 Jan 2024
A Survey on Evaluation of Large Language Models Yu-Chu Chang Xu Wang Jindong Wang Yuanyi Wu Linyi Yang ... Yue Zhang Yi-Ju Chang Philip S. Yu Qian Yang Xingxu Xie ELM LM&MA ALM 128 1,686 0 06 Jul 2023
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval Qiao Jin Won Kim Qingyu Chen Donald C. Comeau Lana Yeganova John Wilbur Zhiyong Lu LM&MA MedIm 76 113 0 02 Jul 2023
Grammatical Error Correction: A Survey of the State of the Art Christopher Bryant Zheng Yuan Muhammad Reza Qorib Hannan Cao Hwee Tou Ng Ted Briscoe 3DV 53 85 0 09 Nov 2022
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction Weimin Lyu Xinyu Dong Rachel Wong Songzhu Zheng Kayley Abell-Hart Fusheng Wang Chao Chen 92 50 0 09 Aug 2022
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records Xi Yang Aokun Chen Nima M. Pournejatian Hoo-Chang Shin Kaleb E. Smith ... Duane A. Mitchell W. Hogan E. Shenkman Jiang Bian Yonghui Wu AI4MH LM&MA 75 536 0 02 Feb 2022
Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets Nitin Gupta Hima Patel S. Afzal Naveen Panwar Ruhi Sharma Mittal ... S. Mehta Sandeep Hans P. Lohia Aniya Aggarwal Diptikalyan Saha 66 42 0 12 Aug 2021
Data Readiness Report S. Afzal C. Rajmohan M. Kesarwani S. Mehta Hima Patel 40 28 0 14 Oct 2020
Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics Swabha Swayamdipta Roy Schwartz Nicholas Lourie Yizhong Wang Hannaneh Hajishirzi Noah A. Smith Yejin Choi 115 448 0 22 Sep 2020
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing Yu Gu Robert Tinn Hao Cheng Michael R. Lucas Naoto Usuyama Xiaodong Liu Tristan Naumann Jianfeng Gao Hoifung Poon LM&MA AI4CE 85 1,768 0 31 Jul 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 208 1,104 0 08 May 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 155 2,428 0 23 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 174 4,071 0 10 Apr 2020
Confident Learning: Estimating Uncertainty in Dataset Labels Curtis G. Northcutt Lu Jiang Isaac L. Chuang NoLa 149 692 0 31 Oct 2019
ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission Kexin Huang Jaan Altosaar Rajesh Ranganath OOD 108 905 0 10 Apr 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 158 1,979 0 06 Apr 2019
Outlier Detection for Improved Data Quality and Diversity in Dialog Systems Stefan Larson Anish Mahendran Andrew Lee Jonathan K. Kummerfeld Parker Hill M. Laurenzano Johann Hauswald Lingjia Tang Jason Mars 44 48 0 05 Apr 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 139 2,974 0 26 Mar 2019
Improving Neural Response Diversity with Frequency-Aware Cross-Entropy Loss Shaojie Jiang Pengjie Ren Christof Monz Maarten de Rijke 64 88 0 25 Feb 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 156 5,659 0 25 Jan 2019
Evolutionary Data Measures: Understanding the Difficulty of Text Classification Tasks Edward Collins Nikolai Rozanov M. Kaptein 66 29 0 05 Nov 2018
Natural Language Processing for EHR-Based Computational Phenotyping Zexian Zeng Yu Deng Xiaoyu Li Tristan Naumann Yuan Luo 70 149 0 13 Jun 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 713 131,652 0 12 Jun 2017
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 397 33,550 0 16 Oct 2013