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Papers
The State of Data Curation at NeurIPS: An Assessment of Dataset Development Practices in the Datasets and Benchmarks Track
NeurIPS 2024
Visual Data-Type Understanding does not emerge from scaling Vision-Language Models
ICLR 2024
Web-Scale Visual Entity Recognition: An LLM-Driven Data Approach
NeurIPS 2024
Active Learning for Abnormal Lung Sound Data Curation and Detection in Asthma
Interspeech 2023
A Fast Method to Filter Noisy Parallel Data WMT2023 Shared Task on Parallel Data Curation
EMNLP 2023
ALAMBIC : Active Learning Automation Methods to Battle Inefficient Curation
EACL 2023
An Efficient Approach for the Automated Segmentation and Transcription of the People's Speech Sorpus
Interspeech 2023
Benchmarking Offensive and Abusive Language in Dutch Tweets
ACL 2023
CiT: Curation in Training for Effective Vision-Language Data
ICCV 2023
Data Curation Alone Can Stabilize In-context Learning
ACL 2023
Data Quality in Imitation Learning
NeurIPS 2023
Dynosaur: A Dynamic Growth Paradigm for Instruction-Tuning Data Curation
EMNLP 2023
Ethical Considerations for Responsible Data Curation
NeurIPS 2023
HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science
EMNLP 2023
Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases
NeurIPS 2023
BiomedCurator: Data Curation for Biomedical Literature
AACL 2022
Challenges in Metadata Creation for Massive Naturalistic Team-Based Audio Data
Interspeech 2022
GlobalWoZ: Globalizing MultiWoZ to Develop Multilingual Task-Oriented Dialogue Systems
ACL 2022
On the Relation between Distributionally Robust Optimization and Data Curation (Student Abstract)
AAAI 2022
Raison d’être of the benchmark dataset: A Survey of Current Practices of Benchmark Dataset Sharing Platforms
ACL 2022
The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset
NeurIPS 2022
A Large-Scale Dataset for Empathetic Response Generation
EMNLP 2021
Changing the World by Changing the Data
ACL 2021
Large Image Datasets: A Pyrrhic Win for Computer Vision?
WACV 2021
The importance of sharing patient-generated clinical speech and language data
NAACL 2019