| { |
| "manifest_version": 1, |
| "role": "statement_tagger", |
| "name": "statement-tagger", |
| "version": "statements-v1/C-minilm-mix", |
| "task": "multilabel_classification", |
| "runtime": { |
| "engine": "onnxruntime", |
| "requires": [ |
| "onnxruntime", |
| "tokenizers", |
| "numpy" |
| ], |
| "opset": 17, |
| "executes_code_on_load": false |
| }, |
| "files": [ |
| { |
| "path": "onnx/bibr_onnx.json", |
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| "sha256": "37eb7225f10156c4e68679f22dff63ca62c3b9d5a949483be15eec5f75596ee2", |
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| "sha256": "24e0fdb7b084170197e85226edf63029d0fecabcf7f4a67f11fd4d383110c4bf", |
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| "encoder": { |
| "id": "sentence-transformers/all-MiniLM-L6-v2", |
| "revision": null |
| }, |
| "labels": { |
| "types": [ |
| "coi", |
| "funding", |
| "ethics", |
| "data_availability", |
| "author_contributions", |
| "acknowledgment", |
| "supplementary" |
| ] |
| }, |
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| "layout": "text_pair", |
| "add_special_tokens": true, |
| "pair": { |
| "first": "the previous block's text, first 200 characters (empty for the first block)", |
| "second": "the block's text" |
| }, |
| "max_length": 192, |
| "truncation": "longest_first", |
| "normalization": "NFKC; U+00AD, U+200B, U+FEFF removed; whitespace runs to one space", |
| "special_tokens": { |
| "pad_token": "[PAD]", |
| "pad_token_id": 0 |
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| "tokenizer_file": "onnx/tokenizer.json", |
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| "features": null, |
| "model_inputs": [ |
| { |
| "name": "input_ids", |
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| "sequence" |
| ] |
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| "name": "attention_mask", |
| "dtype": "int64", |
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| "batch", |
| "sequence" |
| ] |
| } |
| ], |
| "model_outputs": [ |
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| "name": "probs", |
| "dtype": "float32", |
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| 7 |
| ] |
| } |
| ] |
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| "calibration": null, |
| "when_nothing_found": "no_type", |
| "thresholds": { |
| "coi": 0.5, |
| "funding": 0.4, |
| "ethics": 0.825, |
| "data_availability": 0.95, |
| "author_contributions": 0.55, |
| "acknowledgment": 0.925, |
| "supplementary": 0.775 |
| } |
| }, |
| "quantization": { |
| "weights": "fp32", |
| "note": null |
| }, |
| "provenance": { |
| "ledger_key": "statement-tagger", |
| "run_record_sha256": "8befc900d89ce0d2db94675e16815847ba008f8985c3217c5349e13e45646f50", |
| "platform_commit": "8521e69f6bb540e13e87fa27f785fa518477ed2e", |
| "registry_build": "2026-11-10T21:38:59Z#d8d427de3ea7", |
| "split_id": "corpus-split-v1@c6fc246571f4" |
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| "licence": "apache-2.0", |
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| "bibr_min_version": null, |
| "export_schema": null |
| }, |
| "self_test": { |
| "tolerance": { |
| "probability_abs": 0.01, |
| "logit_abs": 0.05, |
| "reason": "onnxruntime builds, CPUs and BLAS kernels give slightly different float results; the largest difference measured between onnxruntime 1.27.0 and 1.31.0 on the eight bundles normalised so far was 8e-05 (stored values are rounded to 5 places), so these limits are about two orders of magnitude looser than the drift seen, and far tighter than any change of a decision; tags and label lists are compared exactly" |
| }, |
| "cases": [ |
| { |
| "name": "three blocks", |
| "input": { |
| "pairs": [ |
| [ |
| "", |
| "Funding" |
| ], |
| [ |
| "Funding", |
| "This work was supported by the Invented Science Fund, grant 000-00." |
| ], |
| [ |
| "This work was supported by the Invented Science Fund, grant 000-00.", |
| "The authors declare no competing interests." |
| ] |
| ] |
| }, |
| "expect": { |
| "probs": [ |
| [ |
| 0.00117, |
| 0.86977, |
| 0.00012, |
| 3e-05, |
| 0.00016, |
| 0.00222, |
| 0.00014 |
| ], |
| [ |
| 0.00528, |
| 0.99652, |
| 0.0001, |
| 1e-05, |
| 4e-05, |
| 0.00341, |
| 5e-05 |
| ], |
| [ |
| 0.88738, |
| 0.04079, |
| 0.00058, |
| 0.00022, |
| 0.00014, |
| 0.02025, |
| 0.00062 |
| ] |
| ], |
| "types": [ |
| [ |
| "funding" |
| ], |
| [ |
| "funding" |
| ], |
| [ |
| "coi" |
| ] |
| ] |
| } |
| } |
| ] |
| }, |
| "spec": { |
| "join": "each run of consecutive blocks of one type is one statement; its score is the run's highest probability", |
| "context_chars": 200, |
| "input_rule": "pair:previous_block" |
| } |
| } |
|
|
