SynthBio: A Case Study in Human-AI Collaborative Curation of Text
Datasets

SynthBio: A Case Study in Human-AI Collaborative Curation of Text Datasets

11 November 2021

Daphne Ippolito

Vitaly Nikolaev

Chris Callison-Burch

Sebastian Gehrmann

Papers citing "SynthBio: A Case Study in Human-AI Collaborative Curation of Text Datasets"

18 / 18 papers shown

Title
The Evolution of LLM Adoption in Industry Data Curation Practices Crystal Qian Michael Xieyang Liu Emily Reif Grady Simon Nada Hussein Nathan Clement James Wexler Carrie J. Cai Michael Terry Minsuk Kahng AILaw ELM 75 4 0 20 Dec 2024
AraTrust: An Evaluation of Trustworthiness for LLMs in Arabic Emad A. Alghamdi Reem I. Masoud Deema Alnuhait Afnan Y. Alomairi Ahmed Ashraf Mohamed Zaytoon 42 4 0 14 Mar 2024
Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning Shivalika Singh Freddie Vargus Daniel D'souza Börje F. Karlsson Abinaya Mahendiran ... Max Bartolo Julia Kreutzer A. Ustun Marzieh Fadaee Sara Hooker 119 117 0 09 Feb 2024
How Far Can We Extract Diverse Perspectives from Large Language Models? Shirley Anugrah Hayati Minhwa Lee Dheeraj Rajagopal Dongyeop Kang 40 10 0 16 Nov 2023
CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation Minzhi Li Taiwei Shi Caleb Ziems Min-Yen Kan Nancy F. Chen Zhengyuan Liu Diyi Yang 29 68 0 24 Oct 2023
Choice-75: A Dataset on Decision Branching in Script Learning Zhaoyi Hou Li Zhang Chris Callison-Burch 32 4 0 21 Sep 2023
Visualizing Linguistic Diversity of Text Datasets Synthesized by Large Language Models Emily Reif Minsuk Kahng S. Petridis 25 6 0 19 May 2023
Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-Text Rationales Brihi Joshi Ziyi Liu Sahana Ramnath Aaron Chan Zhewei Tong Shaoliang Nie Qifan Wang Yejin Choi Xiang Ren HAI LRM 26 29 0 11 May 2023
Contrastive Error Attribution for Finetuned Language Models Faisal Ladhak Esin Durmus Tatsunori Hashimoto HILM 25 9 0 21 Dec 2022
TaTa: A Multilingual Table-to-Text Dataset for African Languages Sebastian Gehrmann Sebastian Ruder Vitaly Nikolaev Jan A. Botha Michael Chavinda Ankur P. Parikh Clara E. Rivera LMTD 19 10 0 31 Oct 2022
Unsupervised Text Deidentification John X. Morris Justin T. Chiu Ramin Zabih Alexander M. Rush 16 6 0 20 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 62 2,989 0 20 Oct 2022
How to Prompt? Opportunities and Challenges of Zero- and Few-Shot Learning for Human-AI Interaction in Creative Applications of Generative Models Hai Dang Lukas Mecke Florian Lehmann Sven Goller Daniel Buschek 20 97 0 03 Sep 2022
Data Representativity for Machine Learning and AI Systems Line H. Clemmensen R. Kjærsgaard 28 19 0 09 Mar 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation Alisa Liu Swabha Swayamdipta Noah A. Smith Yejin Choi 50 211 0 16 Jan 2022
Medically Aware GPT-3 as a Data Generator for Medical Dialogue Summarization Bharath Chintagunta Namit Katariya X. Amatriain Anitha Kannan LM&MA MedIm 128 149 0 09 Sep 2021
Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers Kenny Peng Arunesh Mathur Arvind Narayanan 99 93 0 06 Aug 2021
The Impact of Multiple Parallel Phrase Suggestions on Email Input and Composition Behaviour of Native and Non-Native English Writers Daniel Buschek Martin Zurn Malin Eiband 118 99 0 22 Jan 2021