Text Classification
Transformers
Safetensors
bert
research-library
repository-library
metadata-category-classifier
m2
t1_metadata
v2
text-embeddings-inference
Instructions to use PeytonT/metadata-category-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use PeytonT/metadata-category-classifier with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="PeytonT/metadata-category-classifier")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("PeytonT/metadata-category-classifier") model = AutoModelForSequenceClassification.from_pretrained("PeytonT/metadata-category-classifier", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload repository_library model package
Browse files- README.md +82 -0
- config.json +1479 -0
- model.safetensors +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- trainer_state.json +183 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
ADDED
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| 1 |
+
---
|
| 2 |
+
base_model: allenai/scibert_scivocab_uncased
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| 3 |
+
library_name: transformers
|
| 4 |
+
pipeline_tag: text-classification
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| 5 |
+
tags:
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| 6 |
+
- m2
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| 7 |
+
- metadata-category-classifier
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| 8 |
+
- repository-library
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| 9 |
+
- research-library
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| 10 |
+
- t1_metadata
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| 11 |
+
---
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| 12 |
+
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| 13 |
+
# Metadata Category Classifier
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| 14 |
+
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| 15 |
+
Predicts arXiv-style subject categories from metadata text.
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| 16 |
+
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| 17 |
+
## Model Details
|
| 18 |
+
|
| 19 |
+
- Artifact type: full fine-tuned model
|
| 20 |
+
- Base model: `allenai/scibert_scivocab_uncased`
|
| 21 |
+
- Model ID: `M2`
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| 22 |
+
- Tier: `T1_metadata`
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| 23 |
+
- Local mirror: `/arxiv/models/repository_library/metadata-category-classifier`
|
| 24 |
+
- Source checkpoint: `models/checkpoints/M2`
|
| 25 |
+
|
| 26 |
+
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.
|
| 27 |
+
|
| 28 |
+
## Intended Use
|
| 29 |
+
|
| 30 |
+
- Primary use: Predicts arXiv-style subject categories from metadata text.
|
| 31 |
+
- Secondary use: retrieval, ranking, planning, or scientific paper tooling inside the broader Repository Library system, depending on the model family.
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| 32 |
+
- 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.
|
| 33 |
+
|
| 34 |
+
## Training Data
|
| 35 |
+
|
| 36 |
+
This package was trained from the following declared datasets or corpus sources:
|
| 37 |
+
|
| 38 |
+
- `source:arxiv_metadata`
|
| 39 |
+
|
| 40 |
+
## Training Procedure
|
| 41 |
+
|
| 42 |
+
- Sources: `arxiv_metadata`
|
| 43 |
+
- Input fields: `title, abstract`
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| 44 |
+
- Target fields: `categories`
|
| 45 |
+
- Max samples: `4000`
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| 46 |
+
- Precision: `bf16`
|
| 47 |
+
- Objective: `cross_entropy`
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| 48 |
+
- Batch size: `8`
|
| 49 |
+
- Learning rate: `5e-05`
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| 50 |
+
- Max source tokens: `512`
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| 51 |
+
- Max target tokens: `128`
|
| 52 |
+
- Max steps: `1000`
|
| 53 |
+
|
| 54 |
+
## Evaluation
|
| 55 |
+
|
| 56 |
+
- Declared metrics: `accuracy, macro_f1`
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| 57 |
+
- Status: local experiment artifact mirrored for release; external benchmark reporting has not been standardized across the full model family yet.
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| 58 |
+
|
| 59 |
+
## Usage
|
| 60 |
+
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| 61 |
+
```python
|
| 62 |
+
from transformers import AutoModelForSequenceClassification, AutoTokenizer
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| 63 |
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|
| 64 |
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repo_id = "PeytonT/metadata-category-classifier"
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| 65 |
+
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| 66 |
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tokenizer = AutoTokenizer.from_pretrained(repo_id)
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| 67 |
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model = AutoModelForSequenceClassification.from_pretrained(repo_id)
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| 68 |
+
```
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| 69 |
+
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| 70 |
+
## Limitations
|
| 71 |
+
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| 72 |
+
- These model cards reflect the packaged experiment configs and mirrored checkpoint contents, not an independently audited benchmark sheet.
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| 73 |
+
- 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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| 74 |
+
- 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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| 75 |
+
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| 76 |
+
## Project Context
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| 77 |
+
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| 78 |
+
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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| 79 |
+
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| 80 |
+
## Contact
|
| 81 |
+
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| 82 |
+
Published under `PeytonT` from the local `repository_library` build.
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config.json
ADDED
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@@ -0,0 +1,1479 @@
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|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"BertForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"classifier_dropout": null,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.1,
|
| 10 |
+
"hidden_size": 768,
|
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|
| 297 |
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|
| 298 |
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|
| 299 |
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|
| 300 |
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|
| 301 |
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|
| 302 |
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| 303 |
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|
| 304 |
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|
| 305 |
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| 306 |
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|
| 307 |
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|
| 308 |
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| 309 |
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| 310 |
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|
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| 313 |
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| 314 |
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| 315 |
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|
| 318 |
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|
| 319 |
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|
| 320 |
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|
| 322 |
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|
| 323 |
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| 324 |
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| 325 |
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| 326 |
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| 327 |
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|
| 328 |
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| 329 |
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| 330 |
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| 331 |
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| 332 |
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| 333 |
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| 334 |
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| 335 |
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| 336 |
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| 338 |
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| 339 |
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| 340 |
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| 341 |
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"329": "math.CO",
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| 342 |
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| 348 |
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| 349 |
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| 351 |
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| 352 |
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| 353 |
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|
| 354 |
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| 355 |
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|
| 356 |
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| 357 |
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| 358 |
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| 359 |
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| 360 |
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| 361 |
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| 362 |
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| 363 |
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|
| 364 |
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"352": "math.DG",
|
| 365 |
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"353": "math.DG gr-qc",
|
| 366 |
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"354": "math.DG gr-qc hep-th math-ph math.AP math.MP",
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| 367 |
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"355": "math.DG gr-qc math-ph math.MP",
|
| 368 |
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"356": "math.DG hep-th math-ph math.MP",
|
| 369 |
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|
| 370 |
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|
| 371 |
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"359": "math.DG math.AG",
|
| 372 |
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|
| 373 |
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|
| 374 |
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|
| 375 |
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|
| 376 |
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|
| 377 |
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|
| 378 |
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|
| 379 |
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|
| 380 |
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|
| 381 |
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|
| 382 |
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|
| 383 |
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|
| 384 |
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|
| 385 |
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| 386 |
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|
| 387 |
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|
| 388 |
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|
| 389 |
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|
| 390 |
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|
| 391 |
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"379": "math.DS math.GT",
|
| 392 |
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"380": "math.DS math.NT",
|
| 393 |
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"381": "math.DS math.OA",
|
| 394 |
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"382": "math.DS nlin.CD q-bio.NC",
|
| 395 |
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"383": "math.FA",
|
| 396 |
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"384": "math.FA math.AP",
|
| 397 |
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"385": "math.FA math.CA",
|
| 398 |
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"386": "math.FA math.GM",
|
| 399 |
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|
| 400 |
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|
| 401 |
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|
| 402 |
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|
| 403 |
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|
| 404 |
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"392": "math.FA math.SP",
|
| 405 |
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"393": "math.FA quant-ph",
|
| 406 |
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"394": "math.GM",
|
| 407 |
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"395": "math.GM math-ph math.MP",
|
| 408 |
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"396": "math.GN math.CO math.LO",
|
| 409 |
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"397": "math.GN math.CT",
|
| 410 |
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"398": "math.GR",
|
| 411 |
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"399": "math.GR math.AG",
|
| 412 |
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"400": "math.GR math.GT",
|
| 413 |
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"401": "math.GR math.LO",
|
| 414 |
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|
| 415 |
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"403": "math.GT",
|
| 416 |
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"404": "math.GT math.AG",
|
| 417 |
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"405": "math.GT math.AT",
|
| 418 |
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"406": "math.GT math.CO",
|
| 419 |
+
"407": "math.GT math.DG",
|
| 420 |
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"408": "math.GT math.DS",
|
| 421 |
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"409": "math.GT math.GN",
|
| 422 |
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"410": "math.GT math.GR",
|
| 423 |
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"411": "math.GT math.KT",
|
| 424 |
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"412": "math.GT math.QA",
|
| 425 |
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"413": "math.GT math.RT",
|
| 426 |
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"414": "math.GT math.SG",
|
| 427 |
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"415": "math.HO",
|
| 428 |
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"416": "math.HO math.CA",
|
| 429 |
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"417": "math.HO math.DG",
|
| 430 |
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"418": "math.HO math.NT",
|
| 431 |
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"419": "math.KT",
|
| 432 |
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"420": "math.KT math.AT",
|
| 433 |
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"421": "math.KT math.DS",
|
| 434 |
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"422": "math.KT math.RA",
|
| 435 |
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"423": "math.KT math.RT",
|
| 436 |
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"424": "math.LO",
|
| 437 |
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"425": "math.LO math.CO",
|
| 438 |
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"426": "math.LO math.CT math.GN",
|
| 439 |
+
"427": "math.LO math.FA",
|
| 440 |
+
"428": "math.LO math.GM",
|
| 441 |
+
"429": "math.LO math.GN",
|
| 442 |
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"430": "math.MG",
|
| 443 |
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"431": "math.MG math.AG",
|
| 444 |
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"432": "math.MG math.CO",
|
| 445 |
+
"433": "math.MG math.DG",
|
| 446 |
+
"434": "math.MG math.GN",
|
| 447 |
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"435": "math.MG math.HO",
|
| 448 |
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"436": "math.NA",
|
| 449 |
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"437": "math.NA cs.CC cs.DS math.RA",
|
| 450 |
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"438": "math.NA math-ph math.MP",
|
| 451 |
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"439": "math.NA math.AP",
|
| 452 |
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"440": "math.NA math.PR",
|
| 453 |
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"441": "math.NT",
|
| 454 |
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"442": "math.NT cs.CC math.AG",
|
| 455 |
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"443": "math.NT math-ph math.CV math.MP",
|
| 456 |
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"444": "math.NT math.AC",
|
| 457 |
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"445": "math.NT math.AG",
|
| 458 |
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"446": "math.NT math.CO",
|
| 459 |
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"447": "math.NT math.HO",
|
| 460 |
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"448": "math.NT math.LO",
|
| 461 |
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"449": "math.NT math.PR",
|
| 462 |
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"450": "math.NT math.RT",
|
| 463 |
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"451": "math.OA",
|
| 464 |
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"452": "math.OA math.AP",
|
| 465 |
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"453": "math.OA math.AP math.KT",
|
| 466 |
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"454": "math.OA math.FA",
|
| 467 |
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"455": "math.OA math.GR",
|
| 468 |
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"456": "math.OA math.KT",
|
| 469 |
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"457": "math.OA quant-ph",
|
| 470 |
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"458": "math.OC",
|
| 471 |
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"459": "math.OC cs.IT math.IT",
|
| 472 |
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"460": "math.OC math.CO",
|
| 473 |
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"461": "math.OC math.DS",
|
| 474 |
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"462": "math.OC math.ST stat.TH",
|
| 475 |
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"463": "math.PR",
|
| 476 |
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"464": "math.PR cs.DB math.ST q-bio.QM stat.ML stat.TH",
|
| 477 |
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"465": "math.PR cs.IT math.IT",
|
| 478 |
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"466": "math.PR math-ph math.CV math.MP",
|
| 479 |
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"467": "math.PR math-ph math.MP",
|
| 480 |
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"468": "math.PR math.AP",
|
| 481 |
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"469": "math.PR math.CO",
|
| 482 |
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"470": "math.PR math.CO math.OC",
|
| 483 |
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"471": "math.PR math.DG",
|
| 484 |
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"472": "math.PR math.DS",
|
| 485 |
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"473": "math.PR math.FA",
|
| 486 |
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"474": "math.PR math.GM",
|
| 487 |
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"475": "math.PR math.GR",
|
| 488 |
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"476": "math.PR math.OA",
|
| 489 |
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"477": "math.PR math.OC",
|
| 490 |
+
"478": "math.PR math.SP",
|
| 491 |
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"479": "math.PR math.ST stat.TH",
|
| 492 |
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"480": "math.PR q-bio.PE",
|
| 493 |
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"481": "math.PR q-fin.RM",
|
| 494 |
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"482": "math.QA",
|
| 495 |
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"483": "math.QA hep-th math-ph math.MP math.RT",
|
| 496 |
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"484": "math.QA math-ph math.MP",
|
| 497 |
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"485": "math.QA math-ph math.MP nlin.SI",
|
| 498 |
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"486": "math.QA math.AG",
|
| 499 |
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"487": "math.QA math.CT",
|
| 500 |
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"488": "math.QA math.OA",
|
| 501 |
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"489": "math.QA math.RA",
|
| 502 |
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"490": "math.QA math.RA math.RT",
|
| 503 |
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"491": "math.QA math.RT",
|
| 504 |
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"492": "math.RA",
|
| 505 |
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"493": "math.RA math-ph math.MP",
|
| 506 |
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"494": "math.RA math.AC",
|
| 507 |
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"495": "math.RA math.AG",
|
| 508 |
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"496": "math.RA math.CO",
|
| 509 |
+
"497": "math.RA math.GR",
|
| 510 |
+
"498": "math.RA math.LO",
|
| 511 |
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"499": "math.RA math.QA",
|
| 512 |
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"500": "math.RA math.RT",
|
| 513 |
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"501": "math.RT",
|
| 514 |
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"502": "math.RT math-ph math.CV math.MP",
|
| 515 |
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"503": "math.RT math.AG",
|
| 516 |
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"504": "math.RT math.AG math.CO",
|
| 517 |
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"505": "math.RT math.AT math.RA",
|
| 518 |
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"506": "math.RT math.CO",
|
| 519 |
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"507": "math.RT math.DG",
|
| 520 |
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"508": "math.RT math.GR",
|
| 521 |
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"509": "math.RT math.KT",
|
| 522 |
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"510": "math.RT math.NT",
|
| 523 |
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"511": "math.RT math.QA",
|
| 524 |
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"512": "math.RT math.RA",
|
| 525 |
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"513": "math.SG",
|
| 526 |
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"514": "math.SG math.AG math.DG",
|
| 527 |
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"515": "math.SG math.CV",
|
| 528 |
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"516": "math.SG math.DG",
|
| 529 |
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"517": "math.SG math.DS",
|
| 530 |
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"518": "math.SG math.DS nlin.CD",
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| 531 |
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"519": "math.SG math.GT",
|
| 532 |
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"520": "math.SG math.QA",
|
| 533 |
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"521": "math.SP",
|
| 534 |
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"522": "math.SP math-ph math.MP",
|
| 535 |
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"523": "math.ST math.NA stat.AP stat.TH",
|
| 536 |
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"524": "math.ST math.PR stat.ME stat.TH",
|
| 537 |
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"525": "math.ST math.PR stat.TH",
|
| 538 |
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"526": "math.ST stat.TH",
|
| 539 |
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"527": "nlin.AO",
|
| 540 |
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"528": "nlin.AO nlin.PS physics.plasm-ph",
|
| 541 |
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"529": "nlin.CD",
|
| 542 |
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"530": "nlin.CD astro-ph physics.flu-dyn",
|
| 543 |
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"531": "nlin.CD cond-mat.stat-mech stat.ME",
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| 544 |
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"532": "nlin.CD cs.CR cs.MM",
|
| 545 |
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"533": "nlin.CD nucl-th",
|
| 546 |
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"534": "nlin.CD quant-ph",
|
| 547 |
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"535": "nlin.CG physics.flu-dyn",
|
| 548 |
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"536": "nlin.PS",
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| 549 |
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"537": "nlin.PS cond-mat.dis-nn nlin.CD",
|
| 550 |
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"538": "nlin.PS cond-mat.other math-ph math.MP physics.atom-ph",
|
| 551 |
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"539": "nlin.PS cond-mat.other math.DS physics.atom-ph",
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| 552 |
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"540": "nlin.PS nlin.AO",
|
| 553 |
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|
| 554 |
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"542": "nlin.PS nlin.CD",
|
| 555 |
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"543": "nlin.SI",
|
| 556 |
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"544": "nlin.SI cond-mat.stat-mech hep-th math-ph math.MP",
|
| 557 |
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"545": "nlin.SI hep-th",
|
| 558 |
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"546": "nlin.SI hep-th math.AG math.DG math.NT",
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| 559 |
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"547": "nlin.SI math-ph math.MP",
|
| 560 |
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"548": "nlin.SI math-ph math.MP physics.acc-ph physics.plasm-ph",
|
| 561 |
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"549": "nlin.SI nlin.PS",
|
| 562 |
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"550": "nucl-ex",
|
| 563 |
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"551": "nucl-ex hep-lat hep-ph nucl-th",
|
| 564 |
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"552": "nucl-ex nucl-th",
|
| 565 |
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"553": "nucl-ex physics.ins-det",
|
| 566 |
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"554": "nucl-th",
|
| 567 |
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"555": "nucl-th astro-ph",
|
| 568 |
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"556": "nucl-th astro-ph cond-mat.other nucl-ex",
|
| 569 |
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"557": "nucl-th astro-ph cond-mat.stat-mech",
|
| 570 |
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"558": "nucl-th astro-ph hep-ph",
|
| 571 |
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"559": "nucl-th astro-ph hep-ph nucl-ex",
|
| 572 |
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"560": "nucl-th cond-mat.str-el hep-ph",
|
| 573 |
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"561": "nucl-th hep-ex hep-ph",
|
| 574 |
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"562": "nucl-th hep-lat",
|
| 575 |
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"563": "nucl-th hep-ph",
|
| 576 |
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"564": "nucl-th nucl-ex",
|
| 577 |
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|
| 578 |
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"566": "physics.acc-ph",
|
| 579 |
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|
| 580 |
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"568": "physics.ao-ph",
|
| 581 |
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"569": "physics.ao-ph astro-ph hep-ex",
|
| 582 |
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"570": "physics.atm-clus",
|
| 583 |
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"571": "physics.atom-ph",
|
| 584 |
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"572": "physics.atom-ph cond-mat.mes-hall",
|
| 585 |
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"573": "physics.atom-ph nlin.CD",
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| 586 |
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"574": "physics.atom-ph nucl-th",
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| 587 |
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"575": "physics.atom-ph physics.gen-ph",
|
| 588 |
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"576": "physics.atom-ph physics.ins-det",
|
| 589 |
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"577": "physics.atom-ph physics.ins-det physics.optics",
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| 590 |
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"578": "physics.atom-ph physics.optics",
|
| 591 |
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"579": "physics.bio-ph",
|
| 592 |
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"580": "physics.bio-ph cond-mat.other physics.chem-ph",
|
| 593 |
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"581": "physics.bio-ph cond-mat.soft",
|
| 594 |
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"582": "physics.bio-ph cond-mat.soft physics.chem-ph q-bio.BM",
|
| 595 |
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"583": "physics.bio-ph math.DS nlin.CD q-bio.NC",
|
| 596 |
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"584": "physics.bio-ph physics.chem-ph",
|
| 597 |
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"585": "physics.bio-ph physics.data-an",
|
| 598 |
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"586": "physics.bio-ph q-bio.NC",
|
| 599 |
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"587": "physics.bio-ph q-bio.PE",
|
| 600 |
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"588": "physics.chem-ph",
|
| 601 |
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"589": "physics.chem-ph physics.atm-clus physics.gen-ph",
|
| 602 |
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"590": "physics.chem-ph physics.bio-ph",
|
| 603 |
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"591": "physics.class-ph",
|
| 604 |
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"592": "physics.class-ph cond-mat.mtrl-sci physics.atom-ph",
|
| 605 |
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"593": "physics.class-ph physics.gen-ph",
|
| 606 |
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"594": "physics.class-ph physics.ins-det",
|
| 607 |
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"595": "physics.class-ph physics.optics",
|
| 608 |
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"596": "physics.comp-ph",
|
| 609 |
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"597": "physics.comp-ph gr-qc",
|
| 610 |
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"598": "physics.comp-ph nucl-ex",
|
| 611 |
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"599": "physics.comp-ph physics.chem-ph",
|
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|
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|
| 1469 |
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|
| 1478 |
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|
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model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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size 442847216
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special_tokens_map.json
ADDED
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@@ -0,0 +1,7 @@
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|
|
|
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|
|
|
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|
|
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|
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|
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|
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|
| 1 |
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{
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"cls_token": "[CLS]",
|
| 3 |
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"mask_token": "[MASK]",
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"sep_token": "[SEP]",
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|
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tokenizer.json
ADDED
|
The diff for this file is too large to render.
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|
|
|
tokenizer_config.json
ADDED
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trainer_state.json
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training_args.bin
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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vocab.txt
ADDED
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