Two small models extract supplier quotations in your browser, with no key and no server.
ProductivityPython · Jupyter NotebookGitHub @Chi944OnlineOwner unconfirmed
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Supplier-quotation extraction distilled from Claude into small models that run in your browser, with an honest teacher-vs-student evaluation.
Taken from the repository README
Loading the full README.
Read the full README ↗A supplier-quotation extractor distilled from Claude into small open models that run entirely in your browser, with an honest teacher-versus-student evaluation.
Live demo: chi944.github.io/quote-distill. It's a static page with no API key, no server and no paid service. The models download once from Hugging Face (the tagger is 128 MB, the generative model 387 MB) and then run on your device.
| Model | Per-field exact match | Line-item F1 | Arithmetic agrees with gold | Whole document exact | Latency per doc (CPU) | Cost per doc |
|---|---|---|---|---|---|---|
| Teacher: Claude Haiku in a Claude Code subagent | 11172/11208 (99.7%) | 0.997 | 299/300 (99.7%) | 260/300 (86.7%) | not measured | not measured |
| Student: encoder tagger (in browser) | 11208/11208 (100.0%) | 1.000 | 300/300 (100.0%) | 299/300 (99.7%) | 30 ms median | $0 (runs in the browser) |
| Student: generative (in browser) | 11066/11208 (98.7%) | 0.989 | 293/300 (97.7%) | 278/300 (92.7%) | 12.5 s median | $0 (runs in the browser) |
Every result is reported against the frozen 300-document test set, with its denominator, in docs/evaluation.md.
pip install -e ".[dev]"
pytest -q
quote-distill-generate --n 500 --seed 1 --split dev --out data/generated/dev
| Topic | Read |
|---|---|
| Final evaluation, results by hard case, and failure gallery | docs/evaluation.md |
| Output schema and its rules | docs/schema.md, JSON Schema |
| Synthetic quotation generator | docs/generator.md |
| Frozen test set and hand check | docs/test-set.md |
| Training data, the two students and how they are scored | docs/student-data.md, docs/tagger.md, docs/generative.md, docs/student-eval.md |
| Teacher runs and API spend | docs/pilot-plan.md, docs/teacher-session.md, docs/spend.md |
| Browser demo and publishing | docs/demo.md |
Quote Distill extends FieldOps, which compares supplier quotations with the source document beside every value. All data is synthetic: no real suppliers, prices or documents. Released under the MIT licence.
| Repository layout | docs/repo-layout.md |