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sanchitpandey/qwen3-4b-northwind10k-compositional-sft-lora
qwen3-4b-northwind10k-compositional-sft-lora is a machine learning model from sanchitpandey. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft.
LoRA adapter for unsloth/Qwen3-4B, SFT'd on the compositionally-split Northwind 10k text-to-SQL set (data/sft/northwind10kcompositional/). This repo's default branch holds the epoch2 checkpoint -- chosen because it ha…
Downloads · 30 days
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.safetensors132 MB · 92%
From the Hugging Face model README
LoRA adapter for unsloth/Qwen3-4B, SFT'd on the compositionally-split Northwind 10k text-to-SQL
set (data/sft/northwind10k_compositional/). This repo's default branch holds the
epoch2 checkpoint -- chosen because it has the best execution accuracy on
every held-out bucket, not because it was the last epoch trained (epoch3 mildly overfits):
| epoch | iid EX | bridge EX | novel-compound EX |
|---|---|---|---|
| epoch1 | 76.9% | 61.9% | 63.2% |
| epoch2 (this repo) | 81.5% | 65.9% | 66.9% |
| epoch3 | 79.1% | 63.4% | 62.1% |
iid: held-out rows whose skill-signature/template was seen in training.bridge: held-out rows whose skill COMBINATION was seen only a handful of times in training.novel-compound: held-out rows whose skill combination was seen zero times in training.Every epoch is also available standalone, from the same training run (no retraining, no library-version drift between epochs):
sanchitpandey/qwen3-4b-northwind10k-compositional-sft-epoch1-lorasanchitpandey/qwen3-4b-northwind10k-compositional-sft-epoch2-lora (identical weights to this repo)sanchitpandey/qwen3-4b-northwind10k-compositional-sft-epoch3-lora