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"native_span_parity": false, "range_parity": false }, "masker-mini-native+tracer-native": { "covered": [ true, true, true, true, true, true ], "covered_characters": 102, "masked_characters": 249, "native_span_parity": false, "range_parity": false } } }, { "high_severity_gold": [ false, false, true, false, false, false ], "models": { "ettin-native": { "covered": [ true, true, true, true, true, false ], "covered_characters": 96, "gold_characters": 106, "masked_characters": 285 }, "horizon-native": { "covered": [ true, true, true, true, true, false ], "covered_characters": 101, "gold_characters": 106, "masked_characters": 334 }, "masker-mini-native": { "covered": [ false, true, true, true, false, false ], "covered_characters": 88, "gold_characters": 106, "masked_characters": 157 }, "tracer-native": { "covered": [ true, true, true, true, true, true ], "covered_characters": 106, "gold_characters": 106, "masked_characters": 366 } }, "pairs": { "ettin-native+horizon-native": { "covered": [ true, true, true, true, true, false ], "covered_characters": 101, "masked_characters": 354, "native_span_parity": false, "range_parity": false }, "ettin-native+masker-mini-native": { "covered": [ true, true, true, true, true, false ], "covered_characters": 96, "masked_characters": 299, "native_span_parity": false, "range_parity": false }, "ettin-native+tracer-native": { "covered": [ true, true, true, true, true, true ], "covered_characters": 106, "masked_characters": 387, "native_span_parity": false, "range_parity": false }, "horizon-native+masker-mini-native": { "covered": [ true, true, true, true, true, false ], "covered_characters": 101, "masked_characters": 340, "native_span_parity": false, "range_parity": false }, "horizon-native+tracer-native": { "covered": [ true, true, true, true, true, true ], "covered_characters": 106, "masked_characters": 375, "native_span_parity": false, "range_parity": false }, "masker-mini-native+tracer-native": { "covered": [ true, true, true, true, true, true ], "covered_characters": 106, "masked_characters": 374, "native_span_parity": false, "range_parity": false } } }, { "high_severity_gold": [ false, false, false, true, false, false, false, false ], "models": { "ettin-native": { "covered": [ true, true, true, true, true, false, false, true ], "covered_characters": 128, "gold_characters": 135, "masked_characters": 294 }, "horizon-native": { "covered": [ true, true, true, true, true, true, true, true ], "covered_characters": 135, "gold_characters": 135, "masked_characters": 382 }, "masker-mini-native": { "covered": [ false, true, true, true, true, true, false, false ], "covered_characters": 104, "gold_characters": 135, "masked_characters": 173 }, "tracer-native": { "covered": [ true, true, true, true, true, true, false, true ], "covered_characters": 129, "gold_characters": 135, "masked_characters": 367 } }, "pairs": { "ettin-native+horizon-native": { "covered": [ true, true, true, true, true, true, true, true ], "covered_characters": 135, "masked_characters": 388, "native_span_parity": false, "range_parity": false }, "ettin-native+masker-mini-native": { "covered": [ true, true, true, true, true, true, false, true ], "covered_characters": 129, "masked_characters": 320, "native_span_parity": false, "range_parity": false }, "ettin-native+tracer-native": { "covered": [ true, true, true, true, true, true, false, true ], "covered_characters": 129, "masked_characters": 380, "native_span_parity": false, "range_parity": false }, "horizon-native+masker-mini-native": { "covered": [ true, true, true, true, true, true, true, true ], "covered_characters": 135, "masked_characters": 386, "native_span_parity": false, "range_parity": false }, "horizon-native+tracer-native": { "covered": [ true, true, true, true, true, true, true, true ], "covered_characters": 135, "masked_characters": 392, "native_span_parity": false, "range_parity": false }, "masker-mini-native+tracer-native": { "covered": [ true, true, true, true, true, true, false, true ], "covered_characters": 129, "masked_characters": 382, "native_span_parity": false, "range_parity": false } } } ], "code": { "dirty": true, "git_revision": "9670e3eaa61c1dc9d0d8b0002ffbba6e17d3a32c" }, "corpus": "spy-medical", "cpu_threads": 4, "device": "cuda", "first_principles_verification": { "cases": 5, "contract_passed": true, "model_only_smoke_spans": 3, "scope": "inference and source/masking invariants; not an accuracy guarantee", "valid_original_source_spans": 3 }, "gpu": "Tesla T4", "helper_sha256": { "compact_candidates.py": "d6d374957bfcbb6a71906c0d5f264844ad864b5139f8e4f5945adad1803147ed", "native_candidates.py": "6d3e31388b8e4a48a2c75e4a402bfd3e7fec4f22b99307180527444ab51cf8b7", "paired_metrics.py": "c80f114e54a4bd579b25d65791bfb1412f9aff429ccce96280a445bbb7c9e752" }, "limit_per_slice": 50, "locate_ms": { "ettin-native": [ 80.59543999999974, 32.120166000002115, 32.7192779999983, 34.912434000002435, 36.413187999997376, 35.11269700000241, 34.87252800000107, 39.64586100000034, 45.47016300000095, 42.87242499999877, 38.48627700000051, 34.64421299999998, 41.392235, 34.207937000001465, 34.31731499999913, 36.43654200000057, 40.8090709999982, 48.12456900000228, 39.589102000000764, 37.754322000001395, 38.88830900000073, 34.71430100000106, 38.81380099999987, 31.631582999999353, 31.617052000001422, 39.65580199999863, 34.41925200000284, 38.24102199999757, 30.289644999999865, 35.34704399999811, 35.392041999998014, 43.868605999996646, 36.92442299999499, 44.338242000002026, 35.472077000001434, 37.87134499999922, 35.717582000003745, 37.31276100000258, 34.511226000006445, 41.40288499999656, 42.624015999997766, 31.16603499999826, 46.04881199999511, 66.58201399999797, 38.9218299999996, 34.716672999998366, 39.65645000000251, 42.45381500000178, 51.03147300000188, 51.16502299999581 ], "horizon-native": [ 52.89106200000049, 38.97139700000096, 36.38731800000272, 38.776846999997616, 39.432011999998906, 38.87056499999986, 39.85413499999879, 43.65731999999767, 47.63053199999945, 47.702225000001874, 44.055069999998864, 38.978554999999915, 45.18240099999815, 37.14726600000162, 39.2772050000012, 40.608660000000185, 46.25043500000103, 52.377354999997294, 43.03235800000138, 40.815317999999934, 44.28497600000014, 40.10947000000087, 43.32268799999994, 35.269281000001484, 38.245068999998466, 45.34543799999824, 38.47213799999949, 44.210949, 32.9986550000001, 39.60035899999781, 40.84496800000181, 47.234242000001814, 40.89197500000097, 50.62160800000015, 40.300502999997434, 41.09226199999938, 40.314057999999875, 41.129773999998065, 37.854693999996414, 44.129035000004535, 49.02584899999596, 34.032240000001934, 50.66342399999968, 77.18456399999951, 41.72842500000229, 38.961604000000705, 49.374863000004154, 48.79096599999855, 56.084278000000154, 55.341255999998396 ], "masker-mini-native": [ 66.82649999999768, 14.971468000002375, 15.063005999998325, 15.898274000001322, 15.596842000000777, 14.818563999998702, 15.02529600000102, 17.905191000000542, 19.391272000000015, 24.500081999999423, 17.14354699999987, 16.819606999998626, 17.996683999999874, 15.19033500000333, 16.341202999999638, 17.345135999999428, 22.3732830000003, 23.536506999999318, 18.040704000000574, 17.273851999998868, 17.485016999998493, 15.014159999999777, 15.698888999999383, 14.945373999999845, 14.990862999997745, 16.912420000000594, 14.994910000002193, 17.29354400000105, 14.862352000001522, 15.648038999998448, 15.8151510000053, 22.204344999998682, 16.626468000005445, 21.46347699999751, 14.938180000001466, 16.05422399999412, 14.957135999999593, 16.012209999999527, 15.234767000002591, 17.512289000002568, 21.610025000001087, 15.167772000005186, 21.757739000001663, 27.88297600000078, 17.627861999997663, 16.033979999996006, 15.313823000006721, 17.519106999998257, 19.706304999999702, 18.65602099999819 ], "tracer-native": [ 130.05272399999868, 100.84780300000062, 99.93740000000173, 111.03382099999948, 109.49757699999907, 114.95214700000034, 114.6422780000016, 143.94182400000233, 134.95050499999905, 151.98697800000005, 123.05620799999772, 111.07606300000228, 134.8951970000023, 108.22037100000159, 112.30344299999828, 120.16584400000241, 148.89337800000035, 186.96588499999933, 129.7491320000006, 124.54675100000046, 130.62028699999928, 112.0576100000008, 127.09151299999988, 101.43813899999898, 101.86952899999824, 132.43150399999948, 115.73941500000018, 131.10422400000132, 94.84978200000072, 116.75639599999954, 118.5147169999965, 151.7641860000012, 121.7586850000032, 163.33910899999893, 116.56376700000237, 116.70911500000614, 114.90776099999778, 122.82318500000144, 108.96726400000034, 144.2632340000003, 153.2707180000017, 99.84274400000004, 199.0279070000014, 199.11402299999992, 126.76896199999987, 111.83955399999945, 122.45489400000054, 119.58789599999875, 151.53896999999716, 151.1482919999949 ] }, "materialization_protocol": "government-id-v2", "mode": "paired-native-range-research", "models": { "ettin-native": { "backend": "transformers-pipeline-fp32", "revision": "84ce02cac78d9cee27a125629ba195f12c75fe5b" }, "horizon-native": { "backend": "transformers-pipeline-fp32", "revision": "a20835db9e671267b21a2951f5bf2c76e4901708" }, "masker-mini-native": { "backend": "torch-fp32", "revision": "beb7235d454aa4488b6ee1cd47f417caa12a6d15" }, "tracer-native": { "backend": "native-pii-tracer", "revision": "d25c16f2e57e321f6d2527715c01df9112f956f5" } }, "packages": { "Faker": "40.44.0", "Jinja2": "3.1.6", "MarkupSafe": "3.0.4", "PyYAML": "6.0.3", "Pygments": "2.17.2", "accelerate": "1.15.0", "aiohttp": "3.8.3", "aiosignal": "1.3.1", "aiostream": "0.4.4", "annotated-doc": "0.0.5", "annotated-types": "0.8.0", "anyio": "4.16.0", "asgiref": "3.5.2", "asttokens": "2.4.1", "async-timeout": "4.0.3", "attrs": "23.2.0", "certifi": "2024.2.2", "charset-normalizer": "2.1.1", "click": "8.5.0", "cloudpickle": "2.2.0", "coloredlogs": "15.0.1", "commonmark": "0.9.1", "decorator": "5.1.1", "edgepii": "0.4.0", "executing": "2.0.1", "fastapi": "0.162.0", "fastprogress": "1.0.0", "filelock": "4.2.9", "flatbuffers": "25.12.19", "frozenlist": "1.4.1", "fsspec": "2026.9.0", "gliner2": "2.1.0", "grpclib": "0.4.3", "h11": "0.16.0", "h2": "4.1.0", "hf-xet": "1.8.0", "hpack": "4.0.0", "httpcore2": "2.16.0", "httpx2": "2.16.0", "huggingface_hub": "2.4.0", "humanfriendly": "10.0", "hyperframe": "6.0.1", "idna": "3.20", "importlib-metadata": "4.8.1", "ipython": "8.23.0", "jedi": "0.19.1", "matplotlib-inline": "0.1.6", "mpmath": "1.3.0", "multidict": "6.0.5", "networkx": "3.6.1", "numpy": "1.26.4", "nvidia-cublas-cu12": "12.8.4.1", "nvidia-cuda-cupti-cu12": "12.8.90", "nvidia-cuda-nvrtc-cu12": "12.8.93", "nvidia-cuda-runtime-cu12": "12.8.90", "nvidia-cudnn-cu12": "9.10.2.21", "nvidia-cufft-cu12": "11.3.3.83", "nvidia-cufile-cu12": "1.13.1.3", "nvidia-curand-cu12": "10.3.9.90", "nvidia-cusolver-cu12": "11.7.3.90", "nvidia-cusparse-cu12": "12.5.8.93", "nvidia-cusparselt-cu12": "0.7.1", "nvidia-nccl-cu12": "2.27.3", "nvidia-nvjitlink-cu12": "12.8.93", "nvidia-nvtx-cu12": "12.8.90", "onnxruntime": "1.23.2", "opentelemetry-api": "1.45.2", "opf": "0.1.0", "packaging": "26.3", "parso": "0.8.3", "peft": "0.21.2", "pexpect": "4.9.0", "phonenumbers": "9.0.42", "pip": "24.0", "prompt-toolkit": "3.0.43", "protobuf": "5.26.1", "psutil": "7.2.2", "ptyprocess": "0.7.0", "pure-eval": "0.2.2", "pyarrow": "20.0.0", "pydantic": "2.14.2", "pydantic_core": "2.50.2", "python-multipart": "0.0.9", "regex": "2026.9.29", "requests": "2.34.2", "rich": "12.3.0", "safetensors": "0.8.0", "sentencepiece": "0.2.1", "setuptools": "65.5.0", "six": "1.16.0", "sniffio": "1.3.1", "stack-data": "0.6.3", "starlette": "1.10.0", "sympy": "1.14.0", "tblib": "1.7.0", "tiktoken": "0.14.0", "tokenizers": "0.23.3", "toml": "0.10.2", "torch": "2.8.0", "tqdm": "4.70.1", "traitlets": "5.14.2", "transformers": "5.22.1", "triton": "3.4.0", "truststore": "0.10.5", "typeguard": "4.2.1", "typer": "0.6.1", "types-certifi": "2021.10.8.3", "types-toml": "0.10.4", "typing-inspection": "0.4.5", "typing_extensions": "4.16.0", "urllib3": "2.8.0", "wcwidth": "0.2.13", "wheel": "0.38.4", "yarl": "1.9.4", "zipp": "3.18.1" }, "provider": "modal", "quantized": false, "scope": "native range union, no public type projection or irreversible protection plan; public prefix exploration, no trained routing policy", "selection_sha256": "a6fbe20649c5291ea6056f1483304a74aed9edddc5ba33cf93547c5b3be4db39", "single_span_support_counts": { "ettin-native": { "ADDRESS <- street_address -> ADDRESS": 25, "PHONE <- phone_number -> PHONE": 8 }, "horizon-native": { "ADDRESS <- STREET_ADDRESS -> ADDRESS": 61, "EMAIL <- EMAIL -> EMAIL": 56, "GOV_ID <- MEDICAL_ID -> None": 4, "GOV_ID <- NATIONAL_ID -> GOV_ID": 33, "PERSON <- PERSON -> PERSON": 54, "PHONE <- PHONE -> PHONE": 47, "USERNAME <- USERNAME -> USERNAME": 44 }, "masker-mini-native": { "EMAIL <- EMAIL -> EMAIL": 36, "GOV_ID <- GOVERNMENT_ID -> GOV_ID": 41, "PHONE <- GOVERNMENT_ID -> GOV_ID": 6, "PHONE <- PHONE -> PHONE": 25, "USERNAME <- GOVERNMENT_ID -> GOV_ID": 1 }, "tracer-native": { "ADDRESS <- private_address -> None": 61, "EMAIL <- private_email -> None": 56, "GOV_ID <- account_number -> None": 42, "GOV_ID <- private_phone -> None": 1, "PERSON <- private_person -> None": 54, "PHONE <- private_phone -> None": 47, "USERNAME <- other_pii -> None": 38, "USERNAME <- private_person -> None": 1 } }, "summary": { "documents": 50, "gold_spans": 311, "high_severity_gold": 43, "models": { "ettin-native": { "character_recall": 0.9458520637515325, "contained": 260, "containment": 0.8360128617363344, "covered_characters": 4629, "documents_with_high_severity_miss": 14, "high_severity_misses": 15, "masked_characters": 14959, "masking_precision": 0.3094458185707601 }, "horizon-native": { "character_recall": 0.9928483857785043, "contained": 305, "containment": 0.9807073954983923, "covered_characters": 4859, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "masked_characters": 15800, "masking_precision": 0.30753164556962026 }, "masker-mini-native": { "character_recall": 0.8308132407029015, "contained": 202, "containment": 0.6495176848874598, "covered_characters": 4066, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "masked_characters": 9335, "masking_precision": 0.4355650776647027 }, "tracer-native": { "character_recall": 0.9818144666939109, "contained": 300, "containment": 0.9646302250803859, "covered_characters": 4805, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "masked_characters": 16675, "masking_precision": 0.2881559220389805 } }, "pairs": { "ettin-native+horizon-native": { "contained": 305, "containment": 0.9807073954983923, "covered_characters": 4859, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "left": "ettin-native", "left_recovers_right_misses": 0, "masked_characters": 16986, "masking_precision": 0.28605910750029434, "native_span_parity_documents": 0, "neither_alone_but_union_covers": 0, "range_parity_documents": 0, "right": "horizon-native", "right_recovers_left_misses": 45 }, "ettin-native+masker-mini-native": { "contained": 294, "containment": 0.9453376205787781, "covered_characters": 4787, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "left": "ettin-native", "left_recovers_right_misses": 86, "masked_characters": 15442, "masking_precision": 0.30999870483098046, "native_span_parity_documents": 0, "neither_alone_but_union_covers": 6, "range_parity_documents": 0, "right": "masker-mini-native", "right_recovers_left_misses": 28 }, "ettin-native+tracer-native": { "contained": 302, "containment": 0.9710610932475884, "covered_characters": 4830, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "left": "ettin-native", "left_recovers_right_misses": 2, "masked_characters": 17865, "masking_precision": 0.2703610411418976, "native_span_parity_documents": 0, "neither_alone_but_union_covers": 0, "range_parity_documents": 0, "right": "tracer-native", "right_recovers_left_misses": 42 }, "horizon-native+masker-mini-native": { "contained": 305, "containment": 0.9807073954983923, "covered_characters": 4859, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "left": "horizon-native", "left_recovers_right_misses": 103, "masked_characters": 16447, "masking_precision": 0.29543381771751687, "native_span_parity_documents": 0, "neither_alone_but_union_covers": 0, "range_parity_documents": 0, "right": "masker-mini-native", "right_recovers_left_misses": 0 }, "horizon-native+tracer-native": { "contained": 307, "containment": 0.9871382636655949, "covered_characters": 4872, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "left": "horizon-native", "left_recovers_right_misses": 7, "masked_characters": 17349, "masking_precision": 0.28082310219609197, "native_span_parity_documents": 0, "neither_alone_but_union_covers": 0, "range_parity_documents": 0, "right": "tracer-native", "right_recovers_left_misses": 2 }, "masker-mini-native+tracer-native": { "contained": 300, "containment": 0.9646302250803859, "covered_characters": 4805, "documents_with_high_severity_miss": 0, "high_severity_misses": 0, "left": "masker-mini-native", "left_recovers_right_misses": 0, "masked_characters": 17312, "masking_precision": 0.27755314232902034, "native_span_parity_documents": 0, "neither_alone_but_union_covers": 0, "range_parity_documents": 0, "right": "tracer-native", "right_recovers_left_misses": 98 } } }, "support_scope": "gold-type <- native-label -> existing global taxonomy mapping; counts qualifying predictions, not unique gold" }