NiLabs-Models

NiLabs-Models/ladder

Ladder: small open models fine-tuned for competitive programming. QLoRA training + verifiable eval that runs on Kaggle/Colab GPUs.

1 good first / help-wanted issue · Python · last activity Aug 19, 2026

2 stars 1 forks 2 watchers Python Apache License 2.0
codeforces competitive-programming fine-tuning llm open-source-ai qlora unsloth
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1 Open Issue Need Help Last updated: Aug 19, 2026

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Measure T4 training throughput instead of estimating it 2 months ago
good first issue training
NiLabs-Models/ladder
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Ladder: small open models fine-tuned for competitive programming. QLoRA training + verifiable eval that runs on Kaggle/Colab GPUs.

Python
#codeforces#competitive-programming#fine-tuning#llm#open-source-ai#qlora#unsloth