Research attribution
The commerce experiment builds on published models, data, and code. Source revisions and checksums are recorded in the experiment report.
| Source | Use | License text |
|---|---|---|
| Amazon ESCI | Product-query examples and labels | Apache 2.0 |
| JevK5 | Model recipe and checkpoint | Apache 2.0 |
| SemIf-OpenJev | Option-logit and prompt pattern | MIT |
The recorded commerce demo uses a modified subset of the source product metadata. HTML is removed, text is bounded, and model predictions are added. The underlying Qwen3.5-4B model provenance is described in the JevK5 model card linked from the report.