Instructions to use NTA1802/NER-Completing-With-Legal-Dataset with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use NTA1802/NER-Completing-With-Legal-Dataset with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="NTA1802/NER-Completing-With-Legal-Dataset")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("NTA1802/NER-Completing-With-Legal-Dataset") model = AutoModelForTokenClassification.from_pretrained("NTA1802/NER-Completing-With-Legal-Dataset") - Notebooks
- Google Colab
- Kaggle
| { | |
| "add_cross_attention": false, | |
| "architectures": [ | |
| "ElectraForTokenClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "bos_token_id": null, | |
| "classifier_dropout": null, | |
| "dtype": "float32", | |
| "embedding_size": 768, | |
| "eos_token_id": null, | |
| "finetuning_task": "ner", | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "O", | |
| "1": "B-APPLICATION", | |
| "2": "B-ARTICLE", | |
| "3": "B-ATTACK", | |
| "4": "B-AUDIT", | |
| "5": "B-AUTHORIZATION", | |
| "6": "B-BANDWIDTH", | |
| "7": "B-CERTIFICATE", | |
| "8": "B-CLASSIFICATION", | |
| "9": "B-CLAUSE", | |
| "10": "B-COMPLIANCE", | |
| "11": "B-CONDITION", | |
| "12": "B-CYBER_ACTOR", | |
| "13": "B-DATA", | |
| "14": "B-DATABASE", | |
| "15": "B-DATA_TYPE", | |
| "16": "B-DEPLOYMENT", | |
| "17": "B-DEVELOPMENT", | |
| "18": "B-DIGITAL_PLATFORM", | |
| "19": "B-ENFORCEMENT", | |
| "20": "B-EXCEPTION", | |
| "21": "B-IMPACT", | |
| "22": "B-INCIDENT", | |
| "23": "B-INFRASTRUCTURE", | |
| "24": "B-INSPECTION", | |
| "25": "B-INTERCONNECTION", | |
| "26": "B-IT_ACTOR", | |
| "27": "B-IT_SERVICE", | |
| "28": "B-LAW", | |
| "29": "B-LEGAL_ACTION", | |
| "30": "B-LEGAL_ACTOR", | |
| "31": "B-LEGAL_CONCEPT", | |
| "32": "B-LEGAL_OBJECT", | |
| "33": "B-LEVEL", | |
| "34": "B-LICENSE", | |
| "35": "B-LOCATION", | |
| "36": "B-NETWORK", | |
| "37": "B-NETWORK_RESOURCE", | |
| "38": "B-OBLIGATION", | |
| "39": "B-OPERATION", | |
| "40": "B-PERMISSION", | |
| "41": "B-PLATFORM", | |
| "42": "B-PROHIBITION", | |
| "43": "B-QOS_STANDARD", | |
| "44": "B-RIGHT", | |
| "45": "B-RISK", | |
| "46": "B-SANCTION", | |
| "47": "B-SCOPE", | |
| "48": "B-SECURITY_MEASURE", | |
| "49": "B-SECURITY_POLICY", | |
| "50": "B-SERVICE", | |
| "51": "B-SOFTWARE", | |
| "52": "B-STANDARD", | |
| "53": "B-STATUS", | |
| "54": "B-STRUCTURAL", | |
| "55": "B-SUBSCRIBER", | |
| "56": "B-SYSTEM", | |
| "57": "B-TARIFF", | |
| "58": "B-TECHNICAL_REGULATION", | |
| "59": "B-TELECOM_OPERATOR", | |
| "60": "B-THREAT", | |
| "61": "B-TIME", | |
| "62": "B-VIOLATION", | |
| "63": "B-VULNERABILITY", | |
| "64": "I-APPLICATION", | |
| "65": "I-ATTACK", | |
| "66": "I-AUDIT", | |
| "67": "I-AUTHORIZATION", | |
| "68": "I-BANDWIDTH", | |
| "69": "I-CERTIFICATE", | |
| "70": "I-CLASSIFICATION", | |
| "71": "I-CLAUSE", | |
| "72": "I-COMPLIANCE", | |
| "73": "I-CONDITION", | |
| "74": "I-CYBER_ACTOR", | |
| "75": "I-DATA", | |
| "76": "I-DATABASE", | |
| "77": "I-DATA_TYPE", | |
| "78": "I-DEPLOYMENT", | |
| "79": "I-DEVELOPMENT", | |
| "80": "I-DIGITAL_PLATFORM", | |
| "81": "I-ENFORCEMENT", | |
| "82": "I-EXCEPTION", | |
| "83": "I-IMPACT", | |
| "84": "I-INCIDENT", | |
| "85": "I-INFRASTRUCTURE", | |
| "86": "I-INSPECTION", | |
| "87": "I-INTERCONNECTION", | |
| "88": "I-IT_ACTOR", | |
| "89": "I-IT_SERVICE", | |
| "90": "I-LAW", | |
| "91": "I-LEGAL_ACTION", | |
| "92": "I-LEGAL_ACTOR", | |
| "93": "I-LEGAL_CONCEPT", | |
| "94": "I-LEGAL_OBJECT", | |
| "95": "I-LEVEL", | |
| "96": "I-LICENSE", | |
| "97": "I-NETWORK", | |
| "98": "I-NETWORK_RESOURCE", | |
| "99": "I-OBLIGATION", | |
| "100": "I-OPERATION", | |
| "101": "I-PERMISSION", | |
| "102": "I-PLATFORM", | |
| "103": "I-PROHIBITION", | |
| "104": "I-QOS_STANDARD", | |
| "105": "I-RIGHT", | |
| "106": "I-RISK", | |
| "107": "I-SANCTION", | |
| "108": "I-SCOPE", | |
| "109": "I-SECURITY_MEASURE", | |
| "110": "I-SECURITY_POLICY", | |
| "111": "I-SERVICE", | |
| "112": "I-SOFTWARE", | |
| "113": "I-STANDARD", | |
| "114": "I-STATUS", | |
| "115": "I-STRUCTURAL", | |
| "116": "I-SUBSCRIBER", | |
| "117": "I-SYSTEM", | |
| "118": "I-TARIFF", | |
| "119": "I-TECHNICAL_REGULATION", | |
| "120": "I-TELECOM_OPERATOR", | |
| "121": "I-THREAT", | |
| "122": "I-TIME", | |
| "123": "I-VIOLATION", | |
| "124": "I-VULNERABILITY" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "is_decoder": false, | |
| "label2id": { | |
| "B-APPLICATION": 1, | |
| "B-ARTICLE": 2, | |
| "B-ATTACK": 3, | |
| "B-AUDIT": 4, | |
| "B-AUTHORIZATION": 5, | |
| "B-BANDWIDTH": 6, | |
| "B-CERTIFICATE": 7, | |
| "B-CLASSIFICATION": 8, | |
| "B-CLAUSE": 9, | |
| "B-COMPLIANCE": 10, | |
| "B-CONDITION": 11, | |
| "B-CYBER_ACTOR": 12, | |
| "B-DATA": 13, | |
| "B-DATABASE": 14, | |
| "B-DATA_TYPE": 15, | |
| "B-DEPLOYMENT": 16, | |
| "B-DEVELOPMENT": 17, | |
| "B-DIGITAL_PLATFORM": 18, | |
| "B-ENFORCEMENT": 19, | |
| "B-EXCEPTION": 20, | |
| "B-IMPACT": 21, | |
| "B-INCIDENT": 22, | |
| "B-INFRASTRUCTURE": 23, | |
| "B-INSPECTION": 24, | |
| "B-INTERCONNECTION": 25, | |
| "B-IT_ACTOR": 26, | |
| "B-IT_SERVICE": 27, | |
| "B-LAW": 28, | |
| "B-LEGAL_ACTION": 29, | |
| "B-LEGAL_ACTOR": 30, | |
| "B-LEGAL_CONCEPT": 31, | |
| "B-LEGAL_OBJECT": 32, | |
| "B-LEVEL": 33, | |
| "B-LICENSE": 34, | |
| "B-LOCATION": 35, | |
| "B-NETWORK": 36, | |
| "B-NETWORK_RESOURCE": 37, | |
| "B-OBLIGATION": 38, | |
| "B-OPERATION": 39, | |
| "B-PERMISSION": 40, | |
| "B-PLATFORM": 41, | |
| "B-PROHIBITION": 42, | |
| "B-QOS_STANDARD": 43, | |
| "B-RIGHT": 44, | |
| "B-RISK": 45, | |
| "B-SANCTION": 46, | |
| "B-SCOPE": 47, | |
| "B-SECURITY_MEASURE": 48, | |
| "B-SECURITY_POLICY": 49, | |
| "B-SERVICE": 50, | |
| "B-SOFTWARE": 51, | |
| "B-STANDARD": 52, | |
| "B-STATUS": 53, | |
| "B-STRUCTURAL": 54, | |
| "B-SUBSCRIBER": 55, | |
| "B-SYSTEM": 56, | |
| "B-TARIFF": 57, | |
| "B-TECHNICAL_REGULATION": 58, | |
| "B-TELECOM_OPERATOR": 59, | |
| "B-THREAT": 60, | |
| "B-TIME": 61, | |
| "B-VIOLATION": 62, | |
| "B-VULNERABILITY": 63, | |
| "I-APPLICATION": 64, | |
| "I-ATTACK": 65, | |
| "I-AUDIT": 66, | |
| "I-AUTHORIZATION": 67, | |
| "I-BANDWIDTH": 68, | |
| "I-CERTIFICATE": 69, | |
| "I-CLASSIFICATION": 70, | |
| "I-CLAUSE": 71, | |
| "I-COMPLIANCE": 72, | |
| "I-CONDITION": 73, | |
| "I-CYBER_ACTOR": 74, | |
| "I-DATA": 75, | |
| "I-DATABASE": 76, | |
| "I-DATA_TYPE": 77, | |
| "I-DEPLOYMENT": 78, | |
| "I-DEVELOPMENT": 79, | |
| "I-DIGITAL_PLATFORM": 80, | |
| "I-ENFORCEMENT": 81, | |
| "I-EXCEPTION": 82, | |
| "I-IMPACT": 83, | |
| "I-INCIDENT": 84, | |
| "I-INFRASTRUCTURE": 85, | |
| "I-INSPECTION": 86, | |
| "I-INTERCONNECTION": 87, | |
| "I-IT_ACTOR": 88, | |
| "I-IT_SERVICE": 89, | |
| "I-LAW": 90, | |
| "I-LEGAL_ACTION": 91, | |
| "I-LEGAL_ACTOR": 92, | |
| "I-LEGAL_CONCEPT": 93, | |
| "I-LEGAL_OBJECT": 94, | |
| "I-LEVEL": 95, | |
| "I-LICENSE": 96, | |
| "I-NETWORK": 97, | |
| "I-NETWORK_RESOURCE": 98, | |
| "I-OBLIGATION": 99, | |
| "I-OPERATION": 100, | |
| "I-PERMISSION": 101, | |
| "I-PLATFORM": 102, | |
| "I-PROHIBITION": 103, | |
| "I-QOS_STANDARD": 104, | |
| "I-RIGHT": 105, | |
| "I-RISK": 106, | |
| "I-SANCTION": 107, | |
| "I-SCOPE": 108, | |
| "I-SECURITY_MEASURE": 109, | |
| "I-SECURITY_POLICY": 110, | |
| "I-SERVICE": 111, | |
| "I-SOFTWARE": 112, | |
| "I-STANDARD": 113, | |
| "I-STATUS": 114, | |
| "I-STRUCTURAL": 115, | |
| "I-SUBSCRIBER": 116, | |
| "I-SYSTEM": 117, | |
| "I-TARIFF": 118, | |
| "I-TECHNICAL_REGULATION": 119, | |
| "I-TELECOM_OPERATOR": 120, | |
| "I-THREAT": 121, | |
| "I-TIME": 122, | |
| "I-VIOLATION": 123, | |
| "I-VULNERABILITY": 124, | |
| "O": 0 | |
| }, | |
| "layer_norm_eps": 1e-12, | |
| "max_position_embeddings": 512, | |
| "model_type": "electra", | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 12, | |
| "pad_token_id": 0, | |
| "position_embedding_type": "absolute", | |
| "summary_activation": "gelu", | |
| "summary_last_dropout": 0.1, | |
| "summary_type": "first", | |
| "summary_use_proj": true, | |
| "tie_word_embeddings": true, | |
| "transformers_version": "5.1.0", | |
| "type_vocab_size": 2, | |
| "use_cache": false, | |
| "vocab_size": 62000 | |
| } | |