TY  - CONF
ID  - dl3-b-deduplication-training-measure-1
TI  - Deduplicating Training Data Makes Language Models Better
AU  - Katherine Lee
AU  - Daphne Ippolito
AU  - Andrew Nystrom
AU  - Chiyuan Zhang
AU  - Douglas Eck
AU  - Chris Callison-Burch
AU  - Nicholas Carlini
PY  - 2022
T2  - Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
UR  - https://aclanthology.org/2022.acl-long.577/
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
DO  - 10.18653/v1/2022.acl-long.577
SP  - 8424
EP  - 8445
ER  - 

TY  - UNPB
ID  - dl3-b-deduplication-training-measure-2
TI  - Deduplicating Training Data Mitigates Privacy Risks in Language Models
AU  - Nikhil Kandpal
AU  - Eric Wallace
AU  - Colin Raffel
PY  - 2022
T2  - arXiv preprint
UR  - https://arxiv.org/abs/2202.06539
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - UNPB
ID  - dl3-b-deduplication-training-measure-3
TI  - SemDeDup: Data-efficient learning at web-scale through semantic deduplication
AU  - Amro Abbas
AU  - Kushal Tirumala
AU  - Dániel Simig
AU  - Surya Ganguli
AU  - Ari S. Morcos
PY  - 2023
T2  - arXiv preprint
UR  - https://arxiv.org/abs/2303.09540
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - UNPB
ID  - dl3-b-deduplication-training-measure-4
TI  - DataComp: In search of the next generation of multimodal datasets
AU  - Samir Yitzhak Gadre
AU  - Gabriel Ilharco
AU  - Alex Fang
AU  - et al.
PY  - 2023
T2  - arXiv preprint
UR  - https://arxiv.org/abs/2304.14108
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - UNPB
ID  - dl3-b-deduplication-training-measure-5
TI  - Beyond neural scaling laws: beating power law scaling via data pruning
AU  - Ben Sorscher
AU  - Robert Geirhos
AU  - Shashank Shekhar
AU  - Surya Ganguli
AU  - Ari S. Morcos
PY  - 2022
T2  - arXiv preprint
UR  - https://arxiv.org/abs/2206.14486
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - UNPB
ID  - dl3-b-deduplication-training-measure-6
TI  - Scaling Data-Constrained Language Models
AU  - Niklas Muennighoff
AU  - Alexander M. Rush
AU  - Boaz Barak
AU  - Teven Le Scao
AU  - Aleksandra Piktus
AU  - Nouamane Tazi
AU  - Sampo Pyysalo
AU  - Thomas Wolf
AU  - Colin Raffel
PY  - 2023
T2  - arXiv preprint
UR  - https://arxiv.org/abs/2305.16264
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  -