Choose by business question

Data for the task
you want to solve.

These are possible research and prototyping paths. Check the rights, domain and coverage of each resource before use.

Improve product search

Combine relevance labels with product descriptions to compare ranking approaches.

Explore attribute extraction and matching before joining records across sellers.

Use timestamped events and evaluate with the original temporal splits.

Choose transaction data with the tables and coverage your question needs.

Test whether available passages support an answer before generating it.

Compare image, text and 3D representations for your retrieval task.

Separate forecasting, offer discovery and causal advertising evaluation.

Measure task performance in benchmarks before any real-world rollout.