AI benchmark results used by Boîte À Out's Arena / LMArena Source: https://huggingface.co/datasets/lmarena-ai/leaderboard-dataset Licence: Creative Commons Attribution 4.0 International Licence text and warranty disclaimer: https://creativecommons.org/licenses/by/4.0/legalcode.en Dataset creators: Arena / LMArena and contributors. We select text_style_control, latest split, overall category, retain the published score and uncertainty, and associate explicitly reviewed variants with our price catalogue. Selection, identifiers, layout and French explanations are adapted by Boîte À Out's. Scores are not recomputed. The dataset revision, export hash and retrieval/publication dates are retained in the distributed data. Berkeley Function Calling Leaderboard Source: https://github.com/HuanzhiMao/BFCL-Result Authors: Huanzhi Mao and contributors. Licence: Apache License 2.0, complete copy at /licenses/ai-benchmarks-bfcl.txt We select Overall Acc from dated score/data_overall.csv archives and native FC variants, preserving scores and archive dates. The transformed JSON, model correspondences and display are created by Boîte À Out's. EvalPlus Source: https://github.com/evalplus/evalplus.github.io Authors: EvalPlus and contributors. Licence: Apache License 2.0, complete copy at /licenses/ai-benchmarks-evalplus.txt We select HumanEval+ and MBPP+ pass@1 from results.json as independent metrics. The transformed JSON, exact version correspondences and display are created by Boîte À Out's. Unknown measurement dates remain unknown. Only aggregate scores and their provenance are redistributed. Benchmark prompts, model responses and third-party model weights are not imported. Names identify the models and sources; no affiliation, sponsorship or endorsement is asserted. Source licences and their warranty disclaimers remain applicable. Our scenario costs are separate simulations and are not benchmark execution costs.