Beyond Labels: Empowering Human Annotators with Natural Language
Explanations through a Novel Active-Learning Architecture

Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture

22 May 2023

Bingsheng Yao

Yannis Katsis

Shashank Srivastava

James A. Hendler

Papers citing "Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture"

15 / 15 papers shown

Title
Less or More: Towards Glanceable Explanations for LLM Recommendations Using Ultra-Small Devices Xinru Wang Mengjie Yu Hannah Nguyen Michael Iuzzolino Tianyi Wang ... Ting Zhang Naveen Sendhilnathan Hrvoje Benko Haijun Xia Tanya R. Jonker 48 0 0 26 Feb 2025
From Selection to Generation: A Survey of LLM-based Active Learning Yu Xia Subhojyoti Mukherjee Zhouhang Xie Junda Wu Xintong Li ... Namyong Park T. Nguyen Jiebo Luo Ryan Rossi Julian McAuley 53 0 0 17 Feb 2025
A Survey on Human-AI Teaming with Large Pre-Trained Models Vanshika Vats Marzia Binta Nizam Minghao Liu Ziyuan Wang Richard Ho ... Celeste Shen Rachel Shen Nafisa Hussain Kesav Ravichandran James Davis LM&MA 31 8 0 07 Mar 2024
ELAD: Explanation-Guided Large Language Models Active Distillation Yifei Zhang Bo Pan Chen Ling Yuntong Hu Liang Zhao 27 5 0 20 Feb 2024
Does More Advice Help? The Effects of Second Opinions in AI-Assisted Decision Making Zhuoran Lu Dakuo Wang Ming Yin 20 15 0 13 Jan 2024
Human Still Wins over LLM: An Empirical Study of Active Learning on Domain-Specific Annotation Tasks Yuxuan Lu Bingsheng Yao Shao Zhang Yun Wang Peng Zhang T. Lu Toby Jia-Jun Li Dakuo Wang ALM 26 16 0 16 Nov 2023
More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering Bingsheng Yao Guiming Hardy Chen Ruishi Zou Yuxuan Lu Jiachen Li Shao Zhang Yisi Sang Sijia Liu James A. Hendler Dakuo Wang 30 13 0 16 Nov 2023
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 301 11,730 0 04 Mar 2022
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 191 103 0 15 Jul 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 274 170 0 24 Oct 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 251 1,382 0 21 Jan 2020
Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Mor Geva Yoav Goldberg Jonathan Berant 232 319 0 21 Aug 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 249 618 0 04 Dec 2018
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 294 6,927 0 20 Apr 2018