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metadata
datasets:
  - HuggingFaceFW/fineweb-edu
  - HuggingFaceTB/cosmopedia
  - epfml/FineWeb2-HQ
language:
  - en

An ultra-tiny 28 million parameter model trained on 2.6 billion tokens using a custom dataset mixture. Context length of 1024 tokens.

Dataset Weight
HuggingFaceFW/fineweb-edu 50%
epfml/FineWeb-HQ 30%
HuggingFaceTB/cosmopedia (stories split) 20%

The tokenizer is a basic bpe tokenizer that was trained on a smaller subset of 80_000 samples of this same data mixture with a vocab size of 8000.

This model has not undergone any post-training.

This base model is best suited for fine-tuning on specific tasks. On its own, it is very limited, but it is a pretty flexible foundation for applications such as toxic comment detection or sentiment analysis.

Benchmark Metric Value
ARC-Challenge Acc 0.1980
ARC-Challenge Acc Norm 0.2312
ARC-Easy Acc 0.4091
ARC-Easy Acc Norm 0.3859
BoolQ Acc 0.5850
HellaSwag Acc 0.2749
HellaSwag Acc Norm 0.2823
PIQA Acc 0.5963
PIQA Acc Norm 0.5762
WinoGrande Acc 0.4917
WikiText Word PPL 86.6418
WikiText Byte PPL 2.3034
WikiText Bits/Byte 1.2037
BLIMP (Avg) Acc 0.6975