Instructions to use CEIA-Ultimatum/ultimatum-ner-models with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use CEIA-Ultimatum/ultimatum-ner-models with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("CEIA-Ultimatum/ultimatum-ner-models", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "SpanMarkerModel" | |
| ], | |
| "dtype": "float32", | |
| "encoder": { | |
| "_name_or_path": "neuralmind/bert-large-portuguese-cased", | |
| "add_cross_attention": false, | |
| "architectures": [ | |
| "BertForMaskedLM" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "bad_words_ids": null, | |
| "begin_suppress_tokens": null, | |
| "bos_token_id": null, | |
| "chunk_size_feed_forward": 0, | |
| "classifier_dropout": null, | |
| "cross_attention_hidden_size": null, | |
| "decoder_start_token_id": null, | |
| "directionality": "bidi", | |
| "diversity_penalty": 0.0, | |
| "do_sample": false, | |
| "dtype": null, | |
| "early_stopping": false, | |
| "encoder_no_repeat_ngram_size": 0, | |
| "eos_token_id": null, | |
| "exponential_decay_length_penalty": null, | |
| "finetuning_task": null, | |
| "forced_bos_token_id": null, | |
| "forced_eos_token_id": null, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 1024, | |
| "id2label": { | |
| "0": "O", | |
| "1": "B-Advogado", | |
| "2": "I-Advogado", | |
| "3": "B-Artigo", | |
| "4": "I-Artigo", | |
| "5": "B-Assessor", | |
| "6": "I-Assessor", | |
| "7": "B-ClasseProcessual", | |
| "8": "I-ClasseProcessual", | |
| "9": "B-IdentificadorDeDocumento", | |
| "10": "I-IdentificadorDeDocumento", | |
| "11": "B-Jurisprudencia", | |
| "12": "I-Jurisprudencia", | |
| "13": "B-Magistrado", | |
| "14": "I-Magistrado", | |
| "15": "B-NumeroOAB", | |
| "16": "I-NumeroOAB", | |
| "17": "B-NumeroPeticao", | |
| "18": "I-NumeroPeticao", | |
| "19": "B-NumeroProcesso", | |
| "20": "I-NumeroProcesso", | |
| "21": "B-PessoaFisica_PoloAtivo", | |
| "22": "I-PessoaFisica_PoloAtivo", | |
| "23": "B-PessoaFisica_PoloIndeterminado", | |
| "24": "I-PessoaFisica_PoloIndeterminado", | |
| "25": "B-PessoaFisica_PoloPassivo", | |
| "26": "I-PessoaFisica_PoloPassivo", | |
| "27": "B-PessoaJuridica_PoloAtivo", | |
| "28": "I-PessoaJuridica_PoloAtivo", | |
| "29": "B-PessoaJuridica_PoloIndeterminado", | |
| "30": "I-PessoaJuridica_PoloIndeterminado", | |
| "31": "B-PessoaJuridica_PoloPassivo", | |
| "32": "I-PessoaJuridica_PoloPassivo", | |
| "33": "B-ReferenciaLegal", | |
| "34": "I-ReferenciaLegal", | |
| "35": "B-Servidor", | |
| "36": "I-Servidor" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 4096, | |
| "is_decoder": false, | |
| "is_encoder_decoder": false, | |
| "label2id": { | |
| "B-Advogado": 1, | |
| "B-Artigo": 3, | |
| "B-Assessor": 5, | |
| "B-ClasseProcessual": 7, | |
| "B-IdentificadorDeDocumento": 9, | |
| "B-Jurisprudencia": 11, | |
| "B-Magistrado": 13, | |
| "B-NumeroOAB": 15, | |
| "B-NumeroPeticao": 17, | |
| "B-NumeroProcesso": 19, | |
| "B-PessoaFisica_PoloAtivo": 21, | |
| "B-PessoaFisica_PoloIndeterminado": 23, | |
| "B-PessoaFisica_PoloPassivo": 25, | |
| "B-PessoaJuridica_PoloAtivo": 27, | |
| "B-PessoaJuridica_PoloIndeterminado": 29, | |
| "B-PessoaJuridica_PoloPassivo": 31, | |
| "B-ReferenciaLegal": 33, | |
| "B-Servidor": 35, | |
| "I-Advogado": 2, | |
| "I-Artigo": 4, | |
| "I-Assessor": 6, | |
| "I-ClasseProcessual": 8, | |
| "I-IdentificadorDeDocumento": 10, | |
| "I-Jurisprudencia": 12, | |
| "I-Magistrado": 14, | |
| "I-NumeroOAB": 16, | |
| "I-NumeroPeticao": 18, | |
| "I-NumeroProcesso": 20, | |
| "I-PessoaFisica_PoloAtivo": 22, | |
| "I-PessoaFisica_PoloIndeterminado": 24, | |
| "I-PessoaFisica_PoloPassivo": 26, | |
| "I-PessoaJuridica_PoloAtivo": 28, | |
| "I-PessoaJuridica_PoloIndeterminado": 30, | |
| "I-PessoaJuridica_PoloPassivo": 32, | |
| "I-ReferenciaLegal": 34, | |
| "I-Servidor": 36, | |
| "O": 0 | |
| }, | |
| "layer_norm_eps": 1e-12, | |
| "length_penalty": 1.0, | |
| "max_length": 20, | |
| "max_position_embeddings": 512, | |
| "min_length": 0, | |
| "model_type": "bert", | |
| "no_repeat_ngram_size": 0, | |
| "num_attention_heads": 16, | |
| "num_beam_groups": 1, | |
| "num_beams": 1, | |
| "num_hidden_layers": 24, | |
| "num_return_sequences": 1, | |
| "output_attentions": false, | |
| "output_hidden_states": false, | |
| "output_past": true, | |
| "output_scores": false, | |
| "pad_token_id": 0, | |
| "pooler_fc_size": 768, | |
| "pooler_num_attention_heads": 12, | |
| "pooler_num_fc_layers": 3, | |
| "pooler_size_per_head": 128, | |
| "pooler_type": "first_token_transform", | |
| "position_embedding_type": "absolute", | |
| "prefix": null, | |
| "problem_type": null, | |
| "pruned_heads": {}, | |
| "remove_invalid_values": false, | |
| "repetition_penalty": 1.0, | |
| "return_dict": true, | |
| "return_dict_in_generate": false, | |
| "sep_token_id": null, | |
| "suppress_tokens": null, | |
| "task_specific_params": null, | |
| "temperature": 1.0, | |
| "tf_legacy_loss": false, | |
| "tie_encoder_decoder": false, | |
| "tie_word_embeddings": true, | |
| "tokenizer_class": null, | |
| "top_k": 50, | |
| "top_p": 1.0, | |
| "torchscript": false, | |
| "transformers_version": "4.57.6", | |
| "type_vocab_size": 2, | |
| "typical_p": 1.0, | |
| "use_bfloat16": false, | |
| "use_cache": true, | |
| "vocab_size": 29800 | |
| }, | |
| "entity_max_length": 30, | |
| "id2label": { | |
| "0": "O", | |
| "1": "Advogado", | |
| "2": "Artigo", | |
| "3": "Assessor", | |
| "4": "ClasseProcessual", | |
| "5": "IdentificadorDeDocumento", | |
| "6": "Jurisprudencia", | |
| "7": "Magistrado", | |
| "8": "NumeroOAB", | |
| "9": "NumeroPeticao", | |
| "10": "NumeroProcesso", | |
| "11": "PessoaFisica_PoloAtivo", | |
| "12": "PessoaFisica_PoloIndeterminado", | |
| "13": "PessoaFisica_PoloPassivo", | |
| "14": "PessoaJuridica_PoloAtivo", | |
| "15": "PessoaJuridica_PoloIndeterminado", | |
| "16": "PessoaJuridica_PoloPassivo", | |
| "17": "ReferenciaLegal", | |
| "18": "Servidor" | |
| }, | |
| "id2reduced_id": { | |
| "0": 0, | |
| "1": 1, | |
| "2": 1, | |
| "3": 2, | |
| "4": 2, | |
| "5": 3, | |
| "6": 3, | |
| "7": 4, | |
| "8": 4, | |
| "9": 5, | |
| "10": 5, | |
| "11": 6, | |
| "12": 6, | |
| "13": 7, | |
| "14": 7, | |
| "15": 8, | |
| "16": 8, | |
| "17": 9, | |
| "18": 9, | |
| "19": 10, | |
| "20": 10, | |
| "21": 11, | |
| "22": 11, | |
| "23": 12, | |
| "24": 12, | |
| "25": 13, | |
| "26": 13, | |
| "27": 14, | |
| "28": 14, | |
| "29": 15, | |
| "30": 15, | |
| "31": 16, | |
| "32": 16, | |
| "33": 17, | |
| "34": 17, | |
| "35": 18, | |
| "36": 18 | |
| }, | |
| "label2id": { | |
| "Advogado": 1, | |
| "Artigo": 2, | |
| "Assessor": 3, | |
| "ClasseProcessual": 4, | |
| "IdentificadorDeDocumento": 5, | |
| "Jurisprudencia": 6, | |
| "Magistrado": 7, | |
| "NumeroOAB": 8, | |
| "NumeroPeticao": 9, | |
| "NumeroProcesso": 10, | |
| "O": 0, | |
| "PessoaFisica_PoloAtivo": 11, | |
| "PessoaFisica_PoloIndeterminado": 12, | |
| "PessoaFisica_PoloPassivo": 13, | |
| "PessoaJuridica_PoloAtivo": 14, | |
| "PessoaJuridica_PoloIndeterminado": 15, | |
| "PessoaJuridica_PoloPassivo": 16, | |
| "ReferenciaLegal": 17, | |
| "Servidor": 18 | |
| }, | |
| "marker_max_length": 128, | |
| "max_next_context": null, | |
| "max_prev_context": null, | |
| "model_max_length": 384, | |
| "model_max_length_default": 512, | |
| "model_type": "span-marker", | |
| "span_marker_version": "1.8.1", | |
| "trained_with_document_context": false, | |
| "transformers_version": "4.57.6", | |
| "vocab_size": 29800 | |
| } | |