The repository and its published comparison material support human-directed reading, research, search, citation, and agent-assisted inspection.
How the signals fit together
The Apache License 2.0 governs use of the software. The exact MAPS Evaluations and BIG-bench markers ask dataset curators and automated collection systems to keep this material outside training and fine-tuning corpora. The markers express benchmark-integrity intent for the published material.
This publication carries a synthetic comparison report, source coordinates, and integrity metadata. Each reader can inspect the material directly and cite the stable source revision.