Detecting Label Errors by using Pre-Trained Language Models

Detecting Label Errors by using Pre-Trained Language Models

25 May 2022

Christopher D. Manning

Papers citing "Detecting Label Errors by using Pre-Trained Language Models"

15 / 15 papers shown

Title
Robust Testing for Deep Learning using Human Label Noise Gordon Lim Stefan Larson Kevin Leach NoLa 65 0 0 29 Nov 2024
Are LLMs Better than Reported? Detecting Label Errors and Mitigating Their Effect on Model Performance Omer Nahum Nitay Calderon Orgad Keller Idan Szpektor Roi Reichart 30 2 0 24 Oct 2024
On Unsupervised Prompt Learning for Classification with Black-box Language Models Zhen-Yu Zhang Jiandong Zhang Huaxiu Yao Gang Niu Masashi Sugiyama 28 2 0 04 Oct 2024
The Influence of Faulty Labels in Data Sets on Human Pose Estimation Arnold Schwarz Levente Hernadi Felix Bießmann Kristian Hildebrand 44 0 0 05 Sep 2024
Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity Rheeya Uppaal Apratim De Yiting He Yiquao Zhong Junjie Hu 46 9 0 22 May 2024
Uncovering Misattributed Suicide Causes through Annotation Inconsistency Detection in Death Investigation Notes Song Wang Yiliang Zhou Ziqiang Han Cui Tao Yunyu Xiao Ying Ding Joydeep Ghosh Yifan Peng 38 0 0 28 Mar 2024
Unmasking and Improving Data Credibility: A Study with Datasets for Training Harmless Language Models Zhaowei Zhu Jialu Wang Hao Cheng Yang Liu 31 16 0 19 Nov 2023
On Evaluation of Document Classification using RVL-CDIP Stefan Larson Gordon Lim Kevin Leach 39 3 0 21 Jun 2023
AQuA: A Benchmarking Tool for Label Quality Assessment Mononito Goswami Vedant Sanil Arjun Choudhry Arvind Srinivasan Chalisa Udompanyawit Artur Dubrawski 31 9 0 15 Jun 2023
ActiveAED: A Human in the Loop Improves Annotation Error Detection Leon Weber Barbara Plank 45 10 0 31 May 2023
Handling Realistic Label Noise in BERT Text Classification M. Agro Hanan Aldarmaki NoLa 27 3 0 23 May 2023
Neural Relation Graph: A Unified Framework for Identifying Label Noise and Outlier Data Jang-Hyun Kim Sangdoo Yun Hyun Oh Song 34 18 0 29 Jan 2023
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 246 290 0 17 Mar 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 456 2,592 0 03 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 304 7,005 0 20 Apr 2018