| --- |
| license: cc-by-4.0 |
| task_categories: |
| - text-generation |
| tags: |
| - structured-generation |
| - information-extraction |
| - lora |
| pretty_name: OO-LD quantity extraction, lean prompt |
| --- |
| |
| # oold-quantities-lean |
|
|
| What every adapter under this organisation was trained on. Chat-formatted |
| examples of quantity extraction, generated from the |
| [quantity schemas](https://huggingface.co/datasets/OO-LD/oold-quantity-schemas) and rendered to prose. |
|
|
| ## The prompt is the evaluation prompt |
|
|
| The system message is built by the same function that builds it at evaluation |
| time, under the same arm, and is character-identical to it. Trained on one |
| wording and evaluated on another, a result is a wording difference. |
|
|
| Lean means the class catalogue is shown and the schema is not. Trained with a |
| full schema in context, a model learns to copy from the prompt, and the |
| tuned-with-no-schema condition the adapters exist for would measure nothing. |
|
|
| ## Held out by class, and by register |
|
|
| Roughly half the describable classes are excluded from training entirely. At |
| evaluation the offered catalogue still carries both halves, or a held-out |
| class could not be chosen and the contrast could not be measured. |
|
|
| The register is held out too. These documents are generated prose; the |
| adapters are scored on Wikipedia sentences. A number measured this way is not |
| a report on the generator. |
|
|
| Seeds are disjoint from every evaluation draw, so no scored document was |
| trained on. |
|
|
| ## Every example round-trips |
|
|
| Each assistant turn is fed back through the real extractor and the real |
| grader and must score 1.00. A training set that does not round-trip teaches a |
| model answers the benchmark would mark wrong. 17 of 1,017 draws were rejected |
| by that gate. |
|
|
| ## Files |
|
|
| | file | examples | |
| |---|---| |
| | `train.jsonl` | 1,000 | |
| | `validation.jsonl` | 200 | |
|
|
| Both carry a UTF-8 byte order mark. Kept rather than stripped, because these |
| are the bytes the adapters were trained on; read them with `utf-8-sig`. |
|
|
| Regenerate with [oold-llm-bench](https://github.com/OO-LD/oold-llm-bench). |
|
|
