{ "model_id": "mindbomber/aana", "architecture": "Alignment-Aware Neural Architecture", "system_model": "S = (f_theta, E_phi, R, Pi_psi, G)", "results": [ { "benchmark": "PIIMB", "submission": "https://huggingface.co/datasets/piimb/pii-masking-benchmark-results/discussions/3", "model_card": "https://huggingface.co/mindbomber/aana-presidio-piimb-policy-v1", "dataset": "piimb/pii-masking-benchmark", "dataset_revision": "df8299e90ff053fa6fd1d3678f6693a454f4ecc0", "subset": "sentences", "base_detector": "microsoft/presidio-analyzer", "base_average_masking_f2": 0.4492985573, "aana_average_masking_f2": 0.5629171363, "delta_average_masking_f2": 0.113618579, "base_average_recall": 0.4008557794, "aana_average_recall": 0.5159532273, "delta_average_recall": 0.1150974479, "scope": "official PIIMB submission showing AANA verifier/correction gain over the same specialist detector" }, { "benchmark": "PIIMB", "submission": "https://huggingface.co/datasets/piimb/pii-masking-benchmark-results/discussions/2", "model_card": "https://huggingface.co/mindbomber/aana-piimb-policy-baseline", "dataset": "piimb/pii-masking-benchmark", "dataset_revision": "df8299e90ff053fa6fd1d3678f6693a454f4ecc0", "subset": "sentences", "aana_average_masking_f2": 0.5195345497, "scope": "official PIIMB submission for a zero-parameter deterministic policy baseline" }, { "benchmark": "TruthfulQA", "dataset": "truthfulqa/truthful_qa", "configuration": "multiple_choice", "split": "validation", "sample_size": 100, "base_generator": "openai/gpt-4o-mini", "mc1_accuracy": 0.85, "scope": "local AANA-gated run and public artifact publication, not an official leaderboard submission" } ], "claim_limits": [ "AANA is a runtime architecture, not a standalone neural-weight checkpoint.", "Current public results do not claim state-of-the-art performance.", "Current public results do not guarantee hallucination removal, PII removal, or production safety.", "Production readiness requires external deployment evidence beyond local benchmark results." ] }