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Upload repository_library model package

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README.md ADDED
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+ ---
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+ base_model: allenai/scibert_scivocab_uncased
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+ library_name: transformers
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+ pipeline_tag: text-classification
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+ tags:
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+ - m2
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+ - metadata-category-classifier
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+ - repository-library
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+ - research-library
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+ - t1_metadata
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+ ---
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+
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+ # Metadata Category Classifier
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+
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+ Predicts arXiv-style subject categories from metadata text.
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+
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+ ## Model Details
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+
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+ - Artifact type: full fine-tuned model
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+ - Base model: `allenai/scibert_scivocab_uncased`
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+ - Model ID: `M2`
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+ - Tier: `T1_metadata`
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+ - Local mirror: `/arxiv/models/repository_library/metadata-category-classifier`
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+ - Source checkpoint: `models/checkpoints/M2`
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+
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+ This repository is part of the `repository_library` model stack and is mirrored from `/data/repository_library/models/checkpoints` for publication under the `PeytonT` namespace.
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+
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+ ## Intended Use
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+
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+ - Primary use: Predicts arXiv-style subject categories from metadata text.
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+ - Secondary use: retrieval, ranking, planning, or scientific paper tooling inside the broader Repository Library system, depending on the model family.
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+ - Out of scope: production safety claims, benchmark claims beyond the bundled experiment config, or use outside the model's narrow training objective without task-specific validation.
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+
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+ ## Training Data
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+
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+ This package was trained from the following declared datasets or corpus sources:
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+
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+ - `source:arxiv_metadata`
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+
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+ ## Training Procedure
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+
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+ - Sources: `arxiv_metadata`
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+ - Input fields: `title, abstract`
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+ - Target fields: `categories`
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+ - Max samples: `4000`
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+ - Precision: `bf16`
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+ - Objective: `cross_entropy`
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+ - Batch size: `8`
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+ - Learning rate: `5e-05`
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+ - Max source tokens: `512`
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+ - Max target tokens: `128`
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+ - Max steps: `1000`
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+
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+ ## Evaluation
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+
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+ - Declared metrics: `accuracy, macro_f1`
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+ - Status: local experiment artifact mirrored for release; external benchmark reporting has not been standardized across the full model family yet.
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import AutoModelForSequenceClassification, AutoTokenizer
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+
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+ repo_id = "PeytonT/metadata-category-classifier"
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+
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+ tokenizer = AutoTokenizer.from_pretrained(repo_id)
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+ model = AutoModelForSequenceClassification.from_pretrained(repo_id)
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+ ```
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+
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+ ## Limitations
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+
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+ - These model cards reflect the packaged experiment configs and mirrored checkpoint contents, not an independently audited benchmark sheet.
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+ - Some training datasets are local corpora or exported shards, so reproducibility may require access to the surrounding Repository Library data pipeline.
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+ - Models in this stack are narrow components of a larger paper-and-repository system and should be validated on downstream tasks before deployment.
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+
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+ ## Project Context
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+
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+ Repository Library is a research system for indexing, retrieving, aligning, and reasoning over scientific papers, structured paper content, repositories, and cross-domain links between them.
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+
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+ ## Contact
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+
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+ Published under `PeytonT` from the local `repository_library` build.
config.json ADDED
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+ {
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+ "architectures": [
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+ "BertForSequenceClassification"
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+ ],
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+ "69": "cond-mat.soft cond-mat.other physics.bio-ph q-bio.OT",
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+ "89": "cond-mat.stat-mech physics.atom-ph quant-ph",
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+ "117": "cond-mat.supr-con math-ph math.MP",
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+ "133": "cs.CR math.GR",
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+ "136": "cs.CY",
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+ "143": "cs.DM cs.LO",
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+ "146": "cs.DS cs.CC",
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+ "147": "cs.DS cs.DM",
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+ "148": "cs.DS cs.IR",
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+ "149": "cs.GT cs.IT math.IT",
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+ "150": "cs.HC",
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+ "164": "cs.MA cs.GL",
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+ "166": "cs.MA cs.IT math.IT",
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+ "167": "cs.MS cs.PF",
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+ "169": "cs.NE cs.AI",
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+ "170": "cs.NE cs.AI cs.CR",
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+ "171": "cs.NE cs.CE",
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+ "172": "cs.NE cs.RO",
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+ "173": "cs.NI",
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+ "174": "cs.NI cs.PF",
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+ "175": "cs.OH",
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+ "176": "cs.PL",
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+ "177": "cs.PL cs.CR",
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+ "178": "cs.PL cs.DB",
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+ "179": "cs.PL cs.LO",
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+ "180": "cs.PL cs.SE",
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+ "181": "cs.RO",
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+ "182": "cs.SE",
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+ "183": "cs.SE cs.SC",
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+ "184": "gr-qc",
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+ "185": "gr-qc astro-ph",
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+ "186": "gr-qc astro-ph hep-ph",
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+ "187": "gr-qc astro-ph hep-ph hep-th",
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+ "188": "gr-qc astro-ph hep-th",
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+ "189": "gr-qc astro-ph hep-th math-ph math.MP",
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+ "190": "gr-qc astro-ph math.DS",
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+ "191": "gr-qc astro-ph quant-ph",
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+ "192": "gr-qc astro-ph.SR",
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+ "193": "gr-qc hep-th",
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+ "194": "gr-qc hep-th math-ph math.MP",
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+ "195": "gr-qc hep-th math-ph math.MP math.SG",
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+ "196": "gr-qc quant-ph",
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+ "199": "hep-ex nucl-ex",
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+ "200": "hep-lat",
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+ "201": "hep-lat cond-mat.stat-mech hep-th",
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+ "202": "hep-lat hep-ph",
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+ "203": "hep-lat hep-ph nucl-th",
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+ "204": "hep-lat hep-th",
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+ "205": "hep-ph",
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+ "206": "hep-ph astro-ph",
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+ "207": "hep-ph astro-ph gr-qc hep-th",
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+ "208": "hep-ph astro-ph hep-ex",
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+ "209": "hep-ph astro-ph hep-ex hep-th nucl-th",
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+ "210": "hep-ph astro-ph hep-th",
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+ "211": "hep-ph astro-ph hep-th nucl-ex nucl-th",
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+ "212": "hep-ph cond-mat.mes-hall cond-mat.str-el cond-mat.supr-con gr-qc hep-th",
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+ "213": "hep-ph cond-mat.other",
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+ "214": "hep-ph cond-mat.other hep-th nucl-th",
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+ "215": "hep-ph gr-qc hep-th",
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+ "216": "hep-ph hep-ex",
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+ "217": "hep-ph hep-ex hep-th",
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+ "218": "hep-ph hep-ex hep-th physics.atom-ph",
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+ "219": "hep-ph hep-ex nucl-ex",
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+ "220": "hep-ph hep-ex nucl-ex nucl-th",
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+ "221": "hep-ph hep-ex nucl-th",
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+ "222": "hep-ph hep-lat",
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+ "223": "hep-ph hep-lat hep-th",
236
+ "224": "hep-ph hep-lat nucl-th",
237
+ "225": "hep-ph hep-th",
238
+ "226": "hep-ph hep-th nucl-th",
239
+ "227": "hep-ph nucl-ex",
240
+ "228": "hep-ph nucl-th",
241
+ "229": "hep-ph physics.atom-ph",
242
+ "230": "hep-th",
243
+ "231": "hep-th astro-ph",
244
+ "232": "hep-th astro-ph cond-mat.mtrl-sci",
245
+ "233": "hep-th astro-ph cond-mat.supr-con hep-ph",
246
+ "234": "hep-th astro-ph gr-qc",
247
+ "235": "hep-th astro-ph gr-qc hep-ph",
248
+ "236": "hep-th astro-ph gr-qc hep-ph math.QA",
249
+ "237": "hep-th astro-ph hep-lat",
250
+ "238": "hep-th astro-ph hep-ph",
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