Gemma 4 E2B SOQL (ONNX, text-only)

Merged from ravinarayanan/gemma-2b-soql-qlora (QLoRA adapter) onto unsloth/gemma-4-E2B-it, stripped to text-only, exported to ONNX via the transformers.js community converter.

Validation results

18 held-out NL->SOQL prompts from dataset_val_raw.jsonl (never seen during training), exact-match after whitespace/case normalization. Generated with { "role": "system", "content": "You are a helpful Salesforce AI assistant. Answer general questions using your own knowledge. When asked to write a SOQL query, reason through the schema and requirements, then produce the correct SOQL query." } and greedy decoding.

Variant	vs. ground truth	vs. bf16 baseline
baseline (merged PyTorch, bf16)	0.0%	--

Note: ONNX-side accuracy could not be measured in the environment this was published from (optimum.onnxruntime unavailable/incompatible). Published quant q4 is an untested default, not a validated pick -- confirm behavior with the Node.js smoke test (step 9 of the conversion notebook) before relying on it.

Published quant: q4 (smallest quant that did not regress vs. baseline).

Validated on 2026-07-04.

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