Text Classification
Transformers
Safetensors
English
legal-nlp
legal-bert
contract-analysis
clause-classification
legaltech
contractguard
Instructions to use AnuragBodkhe/contractguard-clause-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AnuragBodkhe/contractguard-clause-classifier with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="AnuragBodkhe/contractguard-clause-classifier")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("AnuragBodkhe/contractguard-clause-classifier", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download split_report.json from AnuragBodkhe/contractguard-clause-classifier: direct link, hf CLI and curl.
- Browser
- Download file 3.59 kB
-
https://huggingface.co/AnuragBodkhe/contractguard-clause-classifier/resolve/main/split_report.json
- Command line
-
hf download hf://AnuragBodkhe/contractguard-clause-classifier/split_report.json
-
curl -L -o split_report.json https://huggingface.co/AnuragBodkhe/contractguard-clause-classifier/resolve/main/split_report.json
3.59 kB
| { | |
| "strategy": "document-level hash bucketing, seed chosen for label coverage", | |
| "ratios": [ | |
| 0.7, | |
| 0.15, | |
| 0.15 | |
| ], | |
| "seed": 42, | |
| "documents": { | |
| "train": 55289, | |
| "validation": 11705, | |
| "test": 11901 | |
| }, | |
| "examples": { | |
| "train": 61483, | |
| "validation": 13151, | |
| "test": 13481 | |
| }, | |
| "label_distribution": { | |
| "train": { | |
| "OTHER": 11022, | |
| "TERM_AND_DURATION": 2108, | |
| "RENEWAL": 124, | |
| "GOVERNING_LAW": 3195, | |
| "EXCLUSIVITY": 525, | |
| "NON_SOLICITATION": 89, | |
| "ASSIGNMENT": 2005, | |
| "PAYMENT": 3983, | |
| "SCOPE_OF_WORK": 895, | |
| "LICENSE_GRANT": 561, | |
| "SURVIVAL": 1614, | |
| "WARRANTY": 572, | |
| "INSURANCE": 1388, | |
| "DISPUTE_RESOLUTION": 3744, | |
| "CHANGE_OF_CONTROL": 487, | |
| "AUDIT_RIGHTS": 737, | |
| "LIABILITY": 512, | |
| "TERMINATION": 1640, | |
| "NON_COMPETE": 241, | |
| "INTELLECTUAL_PROPERTY": 679, | |
| "PUBLICITY": 672, | |
| "WAIVER": 1330, | |
| "COMPLIANCE": 2306, | |
| "COUNTERPARTS": 2269, | |
| "INDEMNIFICATION": 1086, | |
| "REPRESENTATIONS": 4611, | |
| "WORKING_ARRANGEMENT": 572, | |
| "ENTIRE_AGREEMENT": 2655, | |
| "NOTICES": 2292, | |
| "SEVERABILITY": 1988, | |
| "TAXES": 1847, | |
| "EXPENSES": 1206, | |
| "AMENDMENT": 1592, | |
| "CONFIDENTIALITY": 936 | |
| }, | |
| "validation": { | |
| "OTHER": 2231, | |
| "ASSIGNMENT": 456, | |
| "TERM_AND_DURATION": 405, | |
| "GOVERNING_LAW": 696, | |
| "PAYMENT": 871, | |
| "EXCLUSIVITY": 109, | |
| "CHANGE_OF_CONTROL": 114, | |
| "LICENSE_GRANT": 132, | |
| "SURVIVAL": 358, | |
| "DISPUTE_RESOLUTION": 844, | |
| "NON_COMPETE": 61, | |
| "NON_SOLICITATION": 23, | |
| "TERMINATION": 353, | |
| "SCOPE_OF_WORK": 185, | |
| "INTELLECTUAL_PROPERTY": 157, | |
| "AUDIT_RIGHTS": 164, | |
| "LIABILITY": 170, | |
| "WARRANTY": 133, | |
| "INSURANCE": 324, | |
| "RENEWAL": 23, | |
| "PUBLICITY": 130, | |
| "COUNTERPARTS": 481, | |
| "COMPLIANCE": 510, | |
| "EXPENSES": 262, | |
| "REPRESENTATIONS": 959, | |
| "ENTIRE_AGREEMENT": 556, | |
| "WAIVER": 260, | |
| "NOTICES": 458, | |
| "TAXES": 418, | |
| "CONFIDENTIALITY": 185, | |
| "WORKING_ARRANGEMENT": 154, | |
| "INDEMNIFICATION": 226, | |
| "AMENDMENT": 343, | |
| "SEVERABILITY": 400 | |
| }, | |
| "test": { | |
| "OTHER": 2296, | |
| "TERM_AND_DURATION": 493, | |
| "GOVERNING_LAW": 714, | |
| "LIABILITY": 128, | |
| "INSURANCE": 244, | |
| "RENEWAL": 41, | |
| "TERMINATION": 374, | |
| "ASSIGNMENT": 471, | |
| "PAYMENT": 876, | |
| "AUDIT_RIGHTS": 161, | |
| "SCOPE_OF_WORK": 205, | |
| "LICENSE_GRANT": 213, | |
| "SURVIVAL": 328, | |
| "NON_COMPETE": 47, | |
| "EXCLUSIVITY": 118, | |
| "CHANGE_OF_CONTROL": 113, | |
| "INTELLECTUAL_PROPERTY": 167, | |
| "DISPUTE_RESOLUTION": 871, | |
| "PUBLICITY": 145, | |
| "WARRANTY": 130, | |
| "NON_SOLICITATION": 15, | |
| "NOTICES": 480, | |
| "REPRESENTATIONS": 974, | |
| "COUNTERPARTS": 488, | |
| "CONFIDENTIALITY": 177, | |
| "ENTIRE_AGREEMENT": 576, | |
| "AMENDMENT": 342, | |
| "WAIVER": 335, | |
| "WORKING_ARRANGEMENT": 110, | |
| "INDEMNIFICATION": 235, | |
| "COMPLIANCE": 509, | |
| "TAXES": 400, | |
| "EXPENSES": 289, | |
| "SEVERABILITY": 416 | |
| } | |
| }, | |
| "ungrouped_datasets": [ | |
| "LEDGAR" | |
| ], | |
| "leakage_check": "PASS - no document id appears in more than one split", | |
| "warnings": [ | |
| "No document grouping was available for: LEDGAR. Their examples were split individually, so metrics on those datasets may be optimistic relative to a true document-level split." | |
| ] | |
| } |