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Papers
RegMix: Data Mixture as Regression for Language Model Pre-training
ICLR 2025
Rethinking the Role of Text Complexity in Language Model Pretraining
EMNLP 2025
SabiYarn: Advancing Low Resource Languages with Multitask NLP Pretraining
ACL 2025
Sinhala Encoder-only Language Models and Evaluation
ACL 2025
SOAP: Improving and Stabilizing Shampoo using Adam for Language Modeling
ICLR 2025
The Learning Dynamics of Subword Segmentation for Morphologically Diverse Languages
IJCNLP 2025
Untie the Knots: An Efficient Data Augmentation Strategy for Long-Context Pre-Training in Language Models
ACL 2025
YuLan-Mini: Pushing the Limits of Open Data-efficient Language Model
ACL 2025
A Family of Pretrained Transformer Language Models for Russian
COLING 2024
Analysing The Impact of Sequence Composition on Language Model Pre-Training
ACL 2024
BeanCounter: A low-toxicity, large-scale, and open dataset of business-oriented text
NeurIPS 2024
Cleaner Pretraining Corpus Curation with Neural Web Scraping
ACL 2024
DeepSpeed Data Efficiency: Improving Deep Learning Model Quality and Training Efficiency via Efficient Data Sampling and Routing
AAAI 2024
Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research
ACL 2024
Enhancing Distractor Generation for Multiple-Choice Questions with Retrieval Augmented Pretraining and Knowledge Graph Integration
ACL 2024
Fast-ELECTRA for Efficient Pre-training
ICLR 2024
Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at Scale
ACL 2024
Ignore Me But Don’t Replace Me: Utilizing Non-Linguistic Elements for Pretraining on the Cybersecurity Domain
NAACL 2024
Investigating Web Corpus Filtering Methods for Language Model Development in Japanese
NAACL 2024
Masked Structural Growth for 2x Faster Language Model Pre-training
ICLR 2024
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data
EMNLP 2024
Oasis: Data Curation and Assessment System for Pretraining of Large Language Models
IJCAI 2024
PreAlign: Boosting Cross-Lingual Transfer by Early Establishment of Multilingual Alignment
EMNLP 2024
Pretraining Language Models Using Translationese
EMNLP 2024
ReactXT: Understanding Molecular “Reaction-ship” via Reaction-Contextualized Molecule-Text Pretraining
ACL 2024