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Papers
Teaching the Old Dog New Tricks: Building Efficient Data Pipelines for Large-Scale LLM Pre-Training (Operational Systems)
OSDI 2026
UnicEdit-10M: A Dataset and Benchmark Breaking the Scale-Quality Barrier via Unified Verification for Reasoning-Enriched Edits
CVPR 2026
Vietnamese Automatic Speech Recognition: A Revisit
EACL 2026
Dataverse: Open-Source ETL (Extract, Transform, Load) Pipeline for Large Language Models
NAACL 2025
LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models
EMNLP 2025
Scaling Long Context Training Data by Long-Distance Referrals
ICLR 2025
Towards Unified Processing of Perso-Arabic Scripts for ASR
COLING 2025
UrbanDataLayer: A Unified Data Pipeline for Urban Science
NeurIPS 2024
ASR pipeline for low-resourced languages: A case study on Pomak
EACL 2023
Scaling Up Models and Data with t5x and seqio
JMLR 2023
stopes - Modular Machine Translation Pipelines
EMNLP 2022
An Overview of Fairness in Data – Illuminating the Bias in Data Pipeline
EACL 2021
Detect Profane Language in Streaming Services to Protect Young Audiences
ACL 2021
Reference-based Weak Supervision for Answer Sentence Selection using Web Data
EMNLP 2021