Creative Commons Attribution 4.0 International (CC-BY-4.0) Copyright 2026 Novelis (Intentia research programme) You are free to: Share — copy and redistribute the material in any medium or format Adapt — remix, transform, and build upon the material for any purpose, even commercially. Under the following terms: Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits. Full license text: https://creativecommons.org/licenses/by/4.0/legalcode Suggested attribution: "mssense Evaluation Benchmark v1.1-eval, Novelis (Intentia research programme), 2026, https://doi.org/10.5281/zenodo.21105006, CC-BY-4.0, derived in part from WONDERBREAD (see Provenance)." This LICENSE-DATA applies to all files under: - data/ - reports/ - docs/ Provenance — derived works from WONDERBREAD (v1.1-eval clarification): The 'mssense_public_creation_wonderbread_v1_full' sub-corpus is PREPARED internally but is NOT INCLUDED in the v1.1-eval JSONL released as data/mssense_eval_benchmark_v1_1.jsonl. Its merge into the official benchmark is deferred to v1.2 pending adjudication. Consequently, the WONDERBREAD upstream-attribution clause below is FORWARD-LOOKING — it takes effect only when the WONDERBREAD branch is merged. Forward-looking clause: when the WONDERBREAD-derived sub-corpus is merged, downstream users of the resulting samples will be asked to additionally cite WONDERBREAD in accordance with its own license terms. The transformation pipeline used (internal, not distributed) is restricted to extracting metadata, intent, action trace and SOP fields, normalized to the mssense canonical schema; videos and key-frame images are not republished in this benchmark. Internal-origin sub-corpora ('mssense_public_audit_internal_v1*', 'mssense_public_validation_internal_v1*') are authored in-house within the Intentia research programme (Novelis) and are licensed solely under CC-BY-4.0. V5.15.h augmentation notice: v1.1-eval includes 93 paraphrastic augmented samples derived from the original v1.0 THINKING (12) and DONE (5) seeds via a deterministic template-substitution script (seed 20260610). The augmentation does not introduce any new upstream provenance — augmented samples inherit the parent's provenance and additionally carry a lineage_parent_id field for direct cross-reference. The CC-BY-4.0 grant on the original seeds extends to the augmented variants.