350+ New Sentence Embedders based on Instructor, E5 and MPNET in John Snow Labs NLU 5.1.0
We are very excited to announce John Snow Labs NLU 5.1.0 has been released!
It features 350+ new models with 3 new Sentence Embeddings Architectures: Instructor, E5 and MPNET in English, French and Spanish.
Instructor Sentence Embeddings
Instructor👨🏫, an instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction, without any finetuning. Instructor👨 achieves sota on 70 diverse embedding tasks.
Instructor was proposed in One Embedder, Any Task: Instruction-Finetuned Text Embeddings by Hongjin Su, Weijia Shi, Jungo Kasai, Yizhong Wang, Yushi Hu, Mari Ostendorf, Wen-tau Yih, Noah A. Smith, Luke Zettlemoyer, Tao Yu. Analysis of the writers suggests that INSTRUCTOR is robust to changes in instructions, and that instruction finetuning mitigates the challenge of training a single model on diverse datasets
Powered by InstructorEmbeddings
Reference: One Embedder, Any Task: Instruction-Finetuned Text Embeddings
Reference: InstructorEmbeddings Github Repo
| Language | NLU Reference | Spark NLP Reference |
|---|---|---|
| English | en.embed_sentence.instructor_base | instructor_base |
| English | en.embed_sentence.instructor_large | instructor_large |
E5 Sentence Embeddings
E5 is a weakly supervised text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc).
E5 was proposed in Text Embeddings by Weakly-Supervised Contrastive Pre-training by Liang Wang, Nan Yang, Xiaolong Huang, Binxing Jiao, Linjun Yang, Daxin Jiang, Rangan Majumder, Furu Wei. The model is trained in a contrastive manner with weak supervision signals from our curated large-scale text pair dataset (called CCPairs). E5 can be readily used as a general-purpose embedding model for any tasks requiring a single-vector representation of texts such as retrieval, clustering, and classification, achieving strong performance in both zero-shot and fine-tuned settings.
Powered by E5Embeddings
Reference: Text Embeddings by Weakly-Supervised Contrastive Pre-training
Reference: E5Embeddings Github Repo
| Language | NLU Reference | Spark NLP Reference |
|---|---|---|
| English | en.embed_sentence.e5_small | e5_small |
| English | en.embed_sentence.e5_small_opt | e5_small_opt |
| English | en.embed_sentence.e5_small_quantized | e5_small_quantized |
| English | en.embed_sentence.e5_small_v2 | e5_small_v2 |
| English | en.embed_sentence.e5_small_v2_opt | e5_small_v2_opt |
| English | en.embed_sentence.e5_small_v2_quantized | e5_small_v2_quantized |
| English | en.embed_sentence.e5_base | e5_base |
| English | en.embed_sentence.e5_base_opt | e5_base_opt |
| English | en.embed_sentence.e5_base_quantized | e5_base_quantized |
| English | en.embed_sentence.e5_base_v2 | e5_base_v2 |
| English | en.embed_sentence.e5_base_v2_opt | e5_base_v2_opt |
| English | en.embed_sentence.e5_base_v2_quantized | e5_base_v2_quantized |
| English | en.embed_sentence.e5_large | e5_large |
| English | en.embed_sentence.e5_large_v2 | e5_large_v2 |
| English | en.embed_sentence.e5_large_v2_opt | e5_large_v2_opt |
| English | en.embed_sentence.e5_large_v2_quantized | e5_large_v2_quantized |
MPNET Sentence Embeddings
Tutorial Notebook
MPNet adopts a novel pre-training method, named masked and permuted language modeling, to inherit the advantages of masked language modeling and permuted language modeling for natural language understanding.
The MPNet model was proposed in MPNet: Masked and Permuted Pre-training for Language Understanding by Kaitao Song, Xu Tan, Tao Qin, Jianfeng Lu, Tie-Yan Liu. MPNet, a novel pre-training method that inherits the advantages of BERT and XLNet and avoids their limitations. MPNet leverages the dependency among predicted tokens through permuted language modeling (vs. MLM in BERT), and takes auxiliary position information as input to make the model see a full sentence and thus reducing the position discrepancy (vs. PLM in XLNet).
Powered by MPNetEmbeddings
Reference: MPNet: Masked and Permuted Pre-training for Language Understanding
Reference: MPNetEmbeddings Github Repo
| Language | nlu.load() reference | Spark NLP Model reference |
|---|---|---|
| English | en.embed_sentence.mpnet.579_stmodel_product_rem_v3a | 579_stmodel_product_rem_v3a |
| English | en.embed_sentence.mpnet.abstract_sim_query | abstract_sim_query |
| English | en.embed_sentence.mpnet.abstract_sim_sentence | abstract_sim_sentence |
| English | en.embed_sentence.mpnet.action_policy_plans_classifier | action_policy_plans_classifier |
| English | en.embed_sentence.mpnet.all_datasets_v3_mpnet_base | all_datasets_v3_mpnet_base |
| English | en.embed_sentence.mpnet.all_datasets_v4_mpnet_base | all_datasets_v4_mpnet_base |
| English | en.embed_sentence.mpnet.all_mpnet_base_questions_clustering_english | all_mpnet_base_questions_clustering_english |
| English | en.embed_sentence.mpnet.all_mpnet_base_v1 | all_mpnet_base_v1 |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2 | all_mpnet_base_v2 |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_diptanuc | all_mpnet_base_v2_diptanuc |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_embedding_all | all_mpnet_base_v2_embedding_all |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_feature_extraction | all_mpnet_base_v2_feature_extraction |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_feature_extraction_pipeline | all_mpnet_base_v2_feature_extraction_pipeline |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_finetuned_v2 | all_mpnet_base_v2_finetuned_v2 |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_for_sb_clustering | all_mpnet_base_v2_for_sb_clustering |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_ftlegal_v3 | all_mpnet_base_v2_ftlegal_v3 |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_obrizum | all_mpnet_base_v2_obrizum |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_sentence_transformers | all_mpnet_base_v2_sentence_transformers |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_table | all_mpnet_base_v2_table |
| English | en.embed_sentence.mpnet.all_mpnet_base_v2_tasky_classification | all_mpnet_base_v2_tasky_classification |
| English | en.embed_sentence.mpnet.attack_bert | attack_bert |
| English | en.embed_sentence.mpnet.biolord_stamb2_v1 | biolord_stamb2_v1 |
| English | en.embed_sentence.mpnet.burmese_awesome_setfit_model | burmese_awesome_setfit_model |
| English | en.embed_sentence.mpnet.burmese_awesome_setfit_model_98 | burmese_awesome_setfit_model_98 |
| English | en.embed_sentence.mpnet.contradiction_psb | contradiction_psb |
| English | en.embed_sentence.mpnet.contradiction_psb_lds | contradiction_psb_lds |
| English | en.embed_sentence.mpnet.covid_qa_mpnet | covid_qa_mpnet |
| English | en.embed_sentence.mpnet.cpu_conditional_classifier | cpu_conditional_classifier |
| English | en.embed_sentence.mpnet.cpu_economywide_classifier | cpu_economywide_classifier |
| English | en.embed_sentence.mpnet.cpu_mitigation_classifier | cpu_mitigation_classifier |
| English | en.embed_sentence.mpnet.cpu_netzero_classifier | cpu_netzero_classifier |
| English | en.embed_sentence.mpnet.cpu_target_classifier | cpu_target_classifier |
| English | en.embed_sentence.mpnet.cpu_transport_ghg_classifier | cpu_transport_ghg_classifier |
| English | en.embed_sentence.mpnet.cross_all_mpnet_base_v2_finetuned_webnlg2020_metric_average | cross_all_mpnet_base_v2_finetuned_webnlg2020_metric_average |
| English | en.embed_sentence.mpnet.domainadaptm2 | domainadaptm2 |
| English | en.embed_sentence.mpnet.due_eshop_21 | due_eshop_21 |
| English | en.embed_sentence.mpnet.due_eshop_21_multilabel | due_eshop_21_multilabel |
| English | en.embed_sentence.mpnet.due_retail_25 | due_retail_25 |
| English | en.embed_sentence.mpnet.ecolo_pas_ecolo_v0.1 | ecolo_pas_ecolo_v0.1 |
| English | en.embed_sentence.mpnet.esci_jp_mpnet_crossencoder | esci_jp_mpnet_crossencoder |
| English | en.embed_sentence.mpnet.eth_setfit_payment_model | eth_setfit_payment_model |
| English | en.embed_sentence.mpnet.fail_detect | fail_detect |
| English | en.embed_sentence.mpnet.few_shot_model | few_shot_model |
| English | en.embed_sentence.mpnet.fewshotissueclassifier_nlbse23 | fewshotissueclassifier_nlbse23 |
| English | en.embed_sentence.mpnet.github_issues_mpnet_southern_sotho_e10 | github_issues_mpnet_southern_sotho_e10 |
| English | en.embed_sentence.mpnet.github_issues_preprocessed_mpnet_southern_sotho_e10 | github_issues_preprocessed_mpnet_southern_sotho_e10 |
| English | en.embed_sentence.mpnet.ikitracs_conditional | ikitracs_conditional |
| English | en.embed_sentence.mpnet.ikitracs_mitigation | ikitracs_mitigation |
| English | en.embed_sentence.mpnet.initial_model | initial_model |
| English | en.embed_sentence.mpnet.initial_model_v3 | initial_model_v3 |
| English | en.embed_sentence.mpnet.invoiceornot | invoiceornot |
| English | en.embed_sentence.mpnet.java_deprecation_classifier | java_deprecation_classifier |
| English | en.embed_sentence.mpnet.java_expand_classifier | java_expand_classifier |
| English | en.embed_sentence.mpnet.java_ownership_classifier | java_ownership_classifier |
| English | en.embed_sentence.mpnet.java_pointer_classifier | java_pointer_classifier |
| English | en.embed_sentence.mpnet.java_rational_classifier | java_rational_classifier |
| English | en.embed_sentence.mpnet.java_summary_classifier | java_summary_classifier |
| English | en.embed_sentence.mpnet.java_usage_classifier | java_usage_classifier |
| English | en.embed_sentence.mpnet.keyphrase_mpnet_v1 | keyphrase_mpnet_v1 |
| English | en.embed_sentence.mpnet.kw_classification_setfit_model | kw_classification_setfit_model |
| English | en.embed_sentence.mpnet.kw_classification_setfithead_model | kw_classification_setfithead_model |
| English | en.embed_sentence.mpnet.labels_per_job_title_fine_tune | labels_per_job_title_fine_tune |
| English | en.embed_sentence.mpnet.mpnet_adaptation_mitigation_classifier | mpnet_adaptation_mitigation_classifier |
| English | en.embed_sentence.mpnet.mpnet_base_articles_ner | mpnet_base_articles_ner |
| English | en.embed_sentence.mpnet.mpnet_base_snli_mnli | mpnet_base_snli_mnli |
| English | en.embed_sentence.mpnet.mpnet_embedding_579_stmodel_product_rem_v3a | mpnet_embedding_579_STmodel_product_rem_v3a |
| English | en.embed_sentence.mpnet.mpnet_embedding_attack_bert | mpnet_embedding_ATTACK_BERT |
| English | en.embed_sentence.mpnet.mpnet_embedding_biolord_stamb2_v1 | mpnet_embedding_BioLORD_STAMB2_v1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_cpu_conditional_classifier | mpnet_embedding_CPU_Conditional_Classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_cpu_economywide_classifier | mpnet_embedding_CPU_Economywide_Classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_cpu_mitigation_classifier | mpnet_embedding_CPU_Mitigation_Classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_cpu_netzero_classifier | mpnet_embedding_CPU_Netzero_Classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_cpu_target_classifier | mpnet_embedding_CPU_Target_Classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_cpu_transport_ghg_classifier | mpnet_embedding_CPU_Transport_GHG_Classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_domainadaptm2 | mpnet_embedding_DomainAdaptM2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_fewshotissueclassifier_nlbse23 | mpnet_embedding_FewShotIssueClassifier_NLBSE23 |
| English | en.embed_sentence.mpnet.mpnet_embedding_invoiceornot | mpnet_embedding_InvoiceOrNot |
| English | en.embed_sentence.mpnet.mpnet_embedding_pdfsegs | mpnet_embedding_PDFSegs |
| English | en.embed_sentence.mpnet.mpnet_embedding_patentsberta | mpnet_embedding_PatentSBERTa |
| English | en.embed_sentence.mpnet.mpnet_embedding_patentsberta_v2 | mpnet_embedding_PatentSBERTa_V2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_sentiment140_fewshot | mpnet_embedding_Sentiment140_fewshot |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_all_data | mpnet_embedding_SetFit_all_data |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_few_shot_classifier | mpnet_embedding_Setfit_few_shot_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_abstract_sim_query | mpnet_embedding_abstract_sim_query |
| English | en.embed_sentence.mpnet.mpnet_embedding_abstract_sim_sentence | mpnet_embedding_abstract_sim_sentence |
| English | en.embed_sentence.mpnet.mpnet_embedding_action_policy_plans_classifier | mpnet_embedding_action_policy_plans_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_datasets_v3_mpnet_base | mpnet_embedding_all_datasets_v3_mpnet_base |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_datasets_v4_mpnet_base | mpnet_embedding_all_datasets_v4_mpnet_base |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_questions_clustering_english | mpnet_embedding_all_mpnet_base_questions_clustering_english |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v1 | mpnet_embedding_all_mpnet_base_v1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_by_diptanuc | mpnet_embedding_all_mpnet_base_v2_by_diptanuc |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_by_obrizum | mpnet_embedding_all_mpnet_base_v2_by_obrizum |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_by_sentence_transformers | mpnet_embedding_all_mpnet_base_v2_by_sentence_transformers |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_embedding_all | mpnet_embedding_all_mpnet_base_v2_embedding_all |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_feature_extraction | mpnet_embedding_all_mpnet_base_v2_feature_extraction |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_feature_extraction_pipeline | mpnet_embedding_all_mpnet_base_v2_feature_extraction_pipeline |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_finetuned_v2 | mpnet_embedding_all_mpnet_base_v2_finetuned_v2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_for_sb_clustering | mpnet_embedding_all_mpnet_base_v2_for_sb_clustering |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_ftlegal_v3 | mpnet_embedding_all_mpnet_base_v2_ftlegal_v3 |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_table | mpnet_embedding_all_mpnet_base_v2_table |
| English | en.embed_sentence.mpnet.mpnet_embedding_all_mpnet_base_v2_tasky_classification | mpnet_embedding_all_mpnet_base_v2_tasky_classification |
| English | en.embed_sentence.mpnet.mpnet_embedding_burmese_awesome_setfit_model | mpnet_embedding_burmese_awesome_setfit_model |
| English | en.embed_sentence.mpnet.mpnet_embedding_burmese_awesome_setfit_model_98 | mpnet_embedding_burmese_awesome_setfit_model_98 |
| English | en.embed_sentence.mpnet.mpnet_embedding_contradiction_psb | mpnet_embedding_contradiction_psb |
| English | en.embed_sentence.mpnet.mpnet_embedding_contradiction_psb_lds | mpnet_embedding_contradiction_psb_lds |
| English | en.embed_sentence.mpnet.mpnet_embedding_covid_qa_mpnet | mpnet_embedding_covid_qa_mpnet |
| English | en.embed_sentence.mpnet.mpnet_embedding_cross_all_mpnet_base_v2_finetuned_webnlg2020_metric_average | mpnet_embedding_cross_all_mpnet_base_v2_finetuned_WebNLG2020_metric_average |
| English | en.embed_sentence.mpnet.mpnet_embedding_due_eshop_21 | mpnet_embedding_due_eshop_21 |
| English | en.embed_sentence.mpnet.mpnet_embedding_due_eshop_21_multilabel | mpnet_embedding_due_eshop_21_multilabel |
| English | en.embed_sentence.mpnet.mpnet_embedding_due_retail_25 | mpnet_embedding_due_retail_25 |
| English | en.embed_sentence.mpnet.mpnet_embedding_ecolo_pas_ecolo_v0.1 | mpnet_embedding_ecolo_pas_ecolo_v0.1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_esci_jp_mpnet_crossencoder | mpnet_embedding_esci_jp_mpnet_crossencoder |
| English | en.embed_sentence.mpnet.mpnet_embedding_eth_setfit_payment_model | mpnet_embedding_eth_setfit_payment_model |
| English | en.embed_sentence.mpnet.mpnet_embedding_fail_detect | mpnet_embedding_fail_detect |
| English | en.embed_sentence.mpnet.mpnet_embedding_few_shot_model | mpnet_embedding_few_shot_model |
| English | en.embed_sentence.mpnet.mpnet_embedding_finetunned_sbert | mpnet_embedding_finetunned_sbert |
| English | en.embed_sentence.mpnet.mpnet_embedding_github_issues_mpnet_southern_sotho_e10 | mpnet_embedding_github_issues_mpnet_southern_sotho_e10 |
| English | en.embed_sentence.mpnet.mpnet_embedding_github_issues_mpnet_st_e10 | mpnet_embedding_github_issues_mpnet_st_e10 |
| English | en.embed_sentence.mpnet.mpnet_embedding_github_issues_preprocessed_mpnet_southern_sotho_e10 | mpnet_embedding_github_issues_preprocessed_mpnet_southern_sotho_e10 |
| English | en.embed_sentence.mpnet.mpnet_embedding_github_issues_preprocessed_mpnet_st_e10 | mpnet_embedding_github_issues_preprocessed_mpnet_st_e10 |
| English | en.embed_sentence.mpnet.mpnet_embedding_ikitracs_conditional | mpnet_embedding_ikitracs_conditional |
| English | en.embed_sentence.mpnet.mpnet_embedding_ikitracs_mitigation | mpnet_embedding_ikitracs_mitigation |
| English | en.embed_sentence.mpnet.mpnet_embedding_initial_model | mpnet_embedding_initial_model |
| English | en.embed_sentence.mpnet.mpnet_embedding_initial_model_v3 | mpnet_embedding_initial_model_v3 |
| English | en.embed_sentence.mpnet.mpnet_embedding_java_deprecation_classifier | mpnet_embedding_java_deprecation_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_java_expand_classifier | mpnet_embedding_java_expand_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_java_ownership_classifier | mpnet_embedding_java_ownership_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_java_pointer_classifier | mpnet_embedding_java_pointer_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_java_rational_classifier | mpnet_embedding_java_rational_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_java_summary_classifier | mpnet_embedding_java_summary_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_java_usage_classifier | mpnet_embedding_java_usage_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_keyphrase_mpnet_v1 | mpnet_embedding_keyphrase_mpnet_v1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_kw_classification_setfit_model | mpnet_embedding_kw_classification_setfit_model |
| English | en.embed_sentence.mpnet.mpnet_embedding_kw_classification_setfithead_model | mpnet_embedding_kw_classification_setfithead_model |
| English | en.embed_sentence.mpnet.mpnet_embedding_labels_per_job_title_fine_tune | mpnet_embedding_labels_per_job_title_fine_tune |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_adaptation_mitigation_classifier | mpnet_embedding_mpnet_adaptation_mitigation_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_base | mpnet_embedding_mpnet_base |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_base_articles_ner | mpnet_embedding_mpnet_base_articles_ner |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_base_snli_mnli | mpnet_embedding_mpnet_base_snli_mnli |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_mnr_v2_fine_tuned | mpnet_embedding_mpnet_mnr_v2_fine_tuned |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_multilabel_sector_classifier | mpnet_embedding_mpnet_multilabel_sector_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_nli_sts | mpnet_embedding_mpnet_nli_sts |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_retriever_squad2 | mpnet_embedding_mpnet_retriever_squad2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_snli | mpnet_embedding_mpnet_snli |
| English | en.embed_sentence.mpnet.mpnet_embedding_mpnet_snli_negatives | mpnet_embedding_mpnet_snli_negatives |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_v1_mpnet_asymmetric_a | mpnet_embedding_multi_QA_v1_mpnet_asymmetric_A |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_v1_mpnet_asymmetric_q | mpnet_embedding_multi_QA_v1_mpnet_asymmetric_Q |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_cos_v1 | mpnet_embedding_multi_qa_mpnet_base_cos_v1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_cos_v1_by_navteca | mpnet_embedding_multi_qa_mpnet_base_cos_v1_by_navteca |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_cos_v1_by_sentence_transformers | mpnet_embedding_multi_qa_mpnet_base_cos_v1_by_sentence_transformers |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_dot_v1 | mpnet_embedding_multi_qa_mpnet_base_dot_v1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_dot_v1_by_model_embeddings | mpnet_embedding_multi_qa_mpnet_base_dot_v1_by_model_embeddings |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_dot_v1_by_sentence_transformers | mpnet_embedding_multi_qa_mpnet_base_dot_v1_by_sentence_transformers |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_dot_v1_eclass | mpnet_embedding_multi_qa_mpnet_base_dot_v1_eclass |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_mpnet_base_dot_v1_legal_finetune | mpnet_embedding_multi_qa_mpnet_base_dot_v1_legal_finetune |
| English | en.embed_sentence.mpnet.mpnet_embedding_multi_qa_v1_mpnet_cls_dot | mpnet_embedding_multi_qa_v1_mpnet_cls_dot |
| English | en.embed_sentence.mpnet.mpnet_embedding_my_awesome_setfit_model_98 | mpnet_embedding_my_awesome_setfit_model_98 |
| English | en.embed_sentence.mpnet.mpnet_embedding_nli_mpnet_base_v2 | mpnet_embedding_nli_mpnet_base_v2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_nli_mpnet_base_v2_by_sentence_transformers | mpnet_embedding_nli_mpnet_base_v2_by_sentence_transformers |
| English | en.embed_sentence.mpnet.mpnet_embedding_nooks_amd_detection_realtime | mpnet_embedding_nooks_amd_detection_realtime |
| English | en.embed_sentence.mpnet.mpnet_embedding_nooks_amd_detection_v2_full | mpnet_embedding_nooks_amd_detection_v2_full |
| English | en.embed_sentence.mpnet.mpnet_embedding_nps_psb_lds | mpnet_embedding_nps_psb_lds |
| English | en.embed_sentence.mpnet.mpnet_embedding_ouvrage_classif | mpnet_embedding_ouvrage_classif |
| English | en.embed_sentence.mpnet.mpnet_embedding_paraphrase_mpnet_base_v2 | mpnet_embedding_paraphrase_mpnet_base_v2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_paraphrase_mpnet_base_v2_setfit_sst2 | mpnet_embedding_paraphrase_mpnet_base_v2_SetFit_sst2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_paraphrase_mpnet_base_v2_by_sentence_transformers | mpnet_embedding_paraphrase_mpnet_base_v2_by_sentence_transformers |
| English | en.embed_sentence.mpnet.mpnet_embedding_paraphrase_mpnet_base_v2_finetuned_polifact | mpnet_embedding_paraphrase_mpnet_base_v2_finetuned_polifact |
| English | en.embed_sentence.mpnet.mpnet_embedding_paraphrase_mpnet_base_v2_fuzzy_matcher | mpnet_embedding_paraphrase_mpnet_base_v2_fuzzy_matcher |
| English | en.embed_sentence.mpnet.mpnet_embedding_pharo_collaborators_classifier | mpnet_embedding_pharo_collaborators_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_pharo_example_classifier | mpnet_embedding_pharo_example_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_pharo_keyimplementationpoints_classifier | mpnet_embedding_pharo_keyimplementationpoints_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_pharo_responsibilities_classifier | mpnet_embedding_pharo_responsibilities_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_python_developmentnotes_classifier | mpnet_embedding_python_developmentnotes_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_python_expand_classifier | mpnet_embedding_python_expand_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_python_parameters_classifier | mpnet_embedding_python_parameters_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_python_summary_classifier | mpnet_embedding_python_summary_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_python_usage_classifier | mpnet_embedding_python_usage_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_reddit_single_context_mpnet_base | mpnet_embedding_reddit_single_context_mpnet_base |
| English | en.embed_sentence.mpnet.mpnet_embedding_retriever_coding_guru_adapted | mpnet_embedding_retriever_coding_guru_adapted |
| English | en.embed_sentence.mpnet.mpnet_embedding_review_intent_20230116 | mpnet_embedding_review_intent_20230116 |
| English | en.embed_sentence.mpnet.mpnet_embedding_review_multiclass_20230116 | mpnet_embedding_review_multiclass_20230116 |
| English | en.embed_sentence.mpnet.mpnet_embedding_sb_temfac | mpnet_embedding_sb_temfac |
| English | en.embed_sentence.mpnet.mpnet_embedding_sbert_paper | mpnet_embedding_sbert_paper |
| English | en.embed_sentence.mpnet.mpnet_embedding_sentence_transformers_bible_reference_final | mpnet_embedding_sentence_transformers_bible_reference_final |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ag_news_endpoint | mpnet_embedding_setfit_ag_news_endpoint |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ds_version_0_0_1 | mpnet_embedding_setfit_ds_version_0_0_1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ds_version_0_0_2 | mpnet_embedding_setfit_ds_version_0_0_2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ds_version_0_0_4 | mpnet_embedding_setfit_ds_version_0_0_4 |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ds_version_0_0_5 | mpnet_embedding_setfit_ds_version_0_0_5 |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ethos_multilabel_example | mpnet_embedding_setfit_ethos_multilabel_example |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ethos_multilabel_example_by_lewtun | mpnet_embedding_setfit_ethos_multilabel_example_by_lewtun |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ethos_multilabel_example_by_neilthematic | mpnet_embedding_setfit_ethos_multilabel_example_by_neilthematic |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_finetuned_financial_text | mpnet_embedding_setfit_finetuned_financial_text |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ft_sentinent_eval | mpnet_embedding_setfit_ft_sentinent_eval |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_model | mpnet_embedding_setfit_model |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_model_feb11_misinformation_on_law | mpnet_embedding_setfit_model_Feb11_Misinformation_on_Law |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_model_by_pradipta11 | mpnet_embedding_setfit_model_by_pradipta11 |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_model_by_rajistics | mpnet_embedding_setfit_model_by_rajistics |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_model_test_sensitve_v1 | mpnet_embedding_setfit_model_test_sensitve_v1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_occupation | mpnet_embedding_setfit_occupation |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_ostrom | mpnet_embedding_setfit_ostrom |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p1 | mpnet_embedding_setfit_zero_shot_classification_pbsp_p1 |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p1_comm | mpnet_embedding_setfit_zero_shot_classification_pbsp_p1_comm |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p1_life | mpnet_embedding_setfit_zero_shot_classification_pbsp_p1_life |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p1_likes | mpnet_embedding_setfit_zero_shot_classification_pbsp_p1_likes |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_bhvr | mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_bhvr |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_cons | mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_cons |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_dur | mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_dur |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_func | mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_func |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_sev | mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_sev |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_trig | mpnet_embedding_setfit_zero_shot_classification_pbsp_p3_trig |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_achiev | mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_achiev |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_meas | mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_meas |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_rel | mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_rel |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_specific | mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_specific |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_time | mpnet_embedding_setfit_zero_shot_classification_pbsp_p4_time |
| English | en.embed_sentence.mpnet.mpnet_embedding_setfit_zero_shot_classification_pbsp_q8a_azure_gpt35 | mpnet_embedding_setfit_zero_shot_classification_pbsp_q8a_azure_gpt35 |
| English | en.embed_sentence.mpnet.mpnet_embedding_shona_mpnet_base_snli_mnli | mpnet_embedding_shona_mpnet_base_snli_mnli |
| English | en.embed_sentence.mpnet.mpnet_embedding_sml_ukr_message_classifier | mpnet_embedding_sml_ukr_message_classifier |
| English | en.embed_sentence.mpnet.mpnet_embedding_sml_ukr_word_classifier_medium | mpnet_embedding_sml_ukr_word_classifier_medium |
| English | en.embed_sentence.mpnet.mpnet_embedding_sn_mpnet_base_snli_mnli | mpnet_embedding_sn_mpnet_base_snli_mnli |
| English | en.embed_sentence.mpnet.mpnet_embedding_spiced | mpnet_embedding_spiced |
| English | en.embed_sentence.mpnet.mpnet_embedding_stackoverflow_mpnet_base | mpnet_embedding_stackoverflow_mpnet_base |
| English | en.embed_sentence.mpnet.mpnet_embedding_stsb_mpnet_base_v2 | mpnet_embedding_stsb_mpnet_base_v2 |
| English | en.embed_sentence.mpnet.mpnet_embedding_test_food | mpnet_embedding_test_food |
| English | en.embed_sentence.mpnet.mpnet_embedding_test_model_001 | mpnet_embedding_test_model_001 |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetformaskedlm | mpnet_embedding_tiny_random_MPNetForMaskedLM |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetforquestionanswering | mpnet_embedding_tiny_random_MPNetForQuestionAnswering |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetforsequenceclassification | mpnet_embedding_tiny_random_MPNetForSequenceClassification |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetfortokenclassification | mpnet_embedding_tiny_random_MPNetForTokenClassification |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetmodel | mpnet_embedding_tiny_random_MPNetModel |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnet_by_hf_internal_testing | mpnet_embedding_tiny_random_mpnet_by_hf_internal_testing |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetformaskedlm_by_hf_internal_testing | mpnet_embedding_tiny_random_mpnetformaskedlm_by_hf_internal_testing |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetformaskedlm_by_hf_tiny_model_private | mpnet_embedding_tiny_random_mpnetformaskedlm_by_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetforquestionanswering_by_hf_internal_testing | mpnet_embedding_tiny_random_mpnetforquestionanswering_by_hf_internal_testing |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetforquestionanswering_by_hf_tiny_model_private | mpnet_embedding_tiny_random_mpnetforquestionanswering_by_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetforsequenceclassification_by_hf_internal_testing | mpnet_embedding_tiny_random_mpnetforsequenceclassification_by_hf_internal_testing |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetforsequenceclassification_by_hf_tiny_model_private | mpnet_embedding_tiny_random_mpnetforsequenceclassification_by_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetfortokenclassification_by_hf_internal_testing | mpnet_embedding_tiny_random_mpnetfortokenclassification_by_hf_internal_testing |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetfortokenclassification_by_hf_tiny_model_private | mpnet_embedding_tiny_random_mpnetfortokenclassification_by_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetmodel_by_hf_internal_testing | mpnet_embedding_tiny_random_mpnetmodel_by_hf_internal_testing |
| English | en.embed_sentence.mpnet.mpnet_embedding_tiny_random_mpnetmodel_by_hf_tiny_model_private | mpnet_embedding_tiny_random_mpnetmodel_by_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.mpnet_embedding_vulnerable_groups | mpnet_embedding_vulnerable_groups |
| English | en.embed_sentence.mpnet.mpnet_mnr_v2_fine_tuned | mpnet_mnr_v2_fine_tuned |
| English | en.embed_sentence.mpnet.mpnet_multilabel_sector_classifier | mpnet_multilabel_sector_classifier |
| English | en.embed_sentence.mpnet.mpnet_nli_sts | mpnet_nli_sts |
| English | en.embed_sentence.mpnet.mpnet_retriever_squad2 | mpnet_retriever_squad2 |
| English | en.embed_sentence.mpnet.mpnet_snli | mpnet_snli |
| English | en.embed_sentence.mpnet.mpnet_snli_negatives | mpnet_snli_negatives |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_cos_v1 | multi_qa_mpnet_base_cos_v1 |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_cos_v1_navteca | multi_qa_mpnet_base_cos_v1_navteca |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_cos_v1_sentence_transformers | multi_qa_mpnet_base_cos_v1_sentence_transformers |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_dot_v1 | multi_qa_mpnet_base_dot_v1 |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_dot_v1_eclass | multi_qa_mpnet_base_dot_v1_eclass |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_dot_v1_legal_finetune | multi_qa_mpnet_base_dot_v1_legal_finetune |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_dot_v1_model_embeddings | multi_qa_mpnet_base_dot_v1_model_embeddings |
| English | en.embed_sentence.mpnet.multi_qa_mpnet_base_dot_v1_sentence_transformers | multi_qa_mpnet_base_dot_v1_sentence_transformers |
| English | en.embed_sentence.mpnet.multi_qa_v1_mpnet_asymmetric_a | multi_qa_v1_mpnet_asymmetric_a |
| English | en.embed_sentence.mpnet.multi_qa_v1_mpnet_asymmetric_q | multi_qa_v1_mpnet_asymmetric_q |
| English | en.embed_sentence.mpnet.multi_qa_v1_mpnet_cls_dot | multi_qa_v1_mpnet_cls_dot |
| English | en.embed_sentence.mpnet.nli_mpnet_base_v2 | nli_mpnet_base_v2 |
| English | en.embed_sentence.mpnet.nli_mpnet_base_v2_sentence_transformers | nli_mpnet_base_v2_sentence_transformers |
| English | en.embed_sentence.mpnet.nooks_amd_detection_realtime | nooks_amd_detection_realtime |
| English | en.embed_sentence.mpnet.nooks_amd_detection_v2_full | nooks_amd_detection_v2_full |
| English | en.embed_sentence.mpnet.nps_psb_lds | nps_psb_lds |
| English | en.embed_sentence.mpnet.ouvrage_classif | ouvrage_classif |
| English | en.embed_sentence.mpnet.paraphrase_mpnet_base_v2 | paraphrase_mpnet_base_v2 |
| English | en.embed_sentence.mpnet.paraphrase_mpnet_base_v2_finetuned_polifact | paraphrase_mpnet_base_v2_finetuned_polifact |
| English | en.embed_sentence.mpnet.paraphrase_mpnet_base_v2_fuzzy_matcher | paraphrase_mpnet_base_v2_fuzzy_matcher |
| English | en.embed_sentence.mpnet.paraphrase_mpnet_base_v2_sentence_transformers | paraphrase_mpnet_base_v2_sentence_transformers |
| English | en.embed_sentence.mpnet.paraphrase_mpnet_base_v2_setfit_sst2 | paraphrase_mpnet_base_v2_setfit_sst2 |
| English | en.embed_sentence.mpnet.patentsberta | patentsberta |
| English | en.embed_sentence.mpnet.patentsberta_v2 | patentsberta_v2 |
| English | en.embed_sentence.mpnet.pdfsegs | pdfsegs |
| English | en.embed_sentence.mpnet.pharo_collaborators_classifier | pharo_collaborators_classifier |
| English | en.embed_sentence.mpnet.pharo_example_classifier | pharo_example_classifier |
| English | en.embed_sentence.mpnet.pharo_keyimplementationpoints_classifier | pharo_keyimplementationpoints_classifier |
| English | en.embed_sentence.mpnet.pharo_responsibilities_classifier | pharo_responsibilities_classifier |
| English | en.embed_sentence.mpnet.python_developmentnotes_classifier | python_developmentnotes_classifier |
| English | en.embed_sentence.mpnet.python_expand_classifier | python_expand_classifier |
| English | en.embed_sentence.mpnet.python_parameters_classifier | python_parameters_classifier |
| English | en.embed_sentence.mpnet.python_summary_classifier | python_summary_classifier |
| English | en.embed_sentence.mpnet.python_usage_classifier | python_usage_classifier |
| English | en.embed_sentence.mpnet.reddit_single_context_mpnet_base | reddit_single_context_mpnet_base |
| English | en.embed_sentence.mpnet.retriever_coding_guru_adapted | retriever_coding_guru_adapted |
| English | en.embed_sentence.mpnet.review_intent_20230116 | review_intent_20230116 |
| English | en.embed_sentence.mpnet.review_multiclass_20230116 | review_multiclass_20230116 |
| English | en.embed_sentence.mpnet.sb_temfac | sb_temfac |
| English | en.embed_sentence.mpnet.sbert_paper | sbert_paper |
| English | en.embed_sentence.mpnet.sentence_transformers_bible_reference_final | sentence_transformers_bible_reference_final |
| English | en.embed_sentence.mpnet.sentiment140_fewshot | sentiment140_fewshot |
| English | en.embed_sentence.mpnet.setfit_ag_news_endpoint | setfit_ag_news_endpoint |
| English | en.embed_sentence.mpnet.setfit_all_data | setfit_all_data |
| English | en.embed_sentence.mpnet.setfit_ds_version_0_0_1 | setfit_ds_version_0_0_1 |
| English | en.embed_sentence.mpnet.setfit_ds_version_0_0_2 | setfit_ds_version_0_0_2 |
| English | en.embed_sentence.mpnet.setfit_ds_version_0_0_4 | setfit_ds_version_0_0_4 |
| English | en.embed_sentence.mpnet.setfit_ds_version_0_0_5 | setfit_ds_version_0_0_5 |
| English | en.embed_sentence.mpnet.setfit_ethos_multilabel_example_lewtun | setfit_ethos_multilabel_example_lewtun |
| English | en.embed_sentence.mpnet.setfit_ethos_multilabel_example_neilthematic | setfit_ethos_multilabel_example_neilthematic |
| English | en.embed_sentence.mpnet.setfit_few_shot_classifier | setfit_few_shot_classifier |
| English | en.embed_sentence.mpnet.setfit_finetuned_financial_text | setfit_finetuned_financial_text |
| English | en.embed_sentence.mpnet.setfit_ft_sentinent_eval | setfit_ft_sentinent_eval |
| English | en.embed_sentence.mpnet.setfit_model_feb11_misinformation_on_law | setfit_model_feb11_misinformation_on_law |
| English | en.embed_sentence.mpnet.setfit_model_pradipta11 | setfit_model_pradipta11 |
| English | en.embed_sentence.mpnet.setfit_model_rajistics | setfit_model_rajistics |
| English | en.embed_sentence.mpnet.setfit_model_test_sensitve_v1 | setfit_model_test_sensitve_v1 |
| English | en.embed_sentence.mpnet.setfit_occupation | setfit_occupation |
| English | en.embed_sentence.mpnet.setfit_ostrom | setfit_ostrom |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p1 | setfit_zero_shot_classification_pbsp_p1 |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p1_comm | setfit_zero_shot_classification_pbsp_p1_comm |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p1_life | setfit_zero_shot_classification_pbsp_p1_life |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p1_likes | setfit_zero_shot_classification_pbsp_p1_likes |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p3_bhvr | setfit_zero_shot_classification_pbsp_p3_bhvr |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p3_cons | setfit_zero_shot_classification_pbsp_p3_cons |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p3_dur | setfit_zero_shot_classification_pbsp_p3_dur |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p3_func | setfit_zero_shot_classification_pbsp_p3_func |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p3_sev | setfit_zero_shot_classification_pbsp_p3_sev |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p3_trig | setfit_zero_shot_classification_pbsp_p3_trig |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p4_achiev | setfit_zero_shot_classification_pbsp_p4_achiev |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p4_meas | setfit_zero_shot_classification_pbsp_p4_meas |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p4_rel | setfit_zero_shot_classification_pbsp_p4_rel |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p4_specific | setfit_zero_shot_classification_pbsp_p4_specific |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_p4_time | setfit_zero_shot_classification_pbsp_p4_time |
| English | en.embed_sentence.mpnet.setfit_zero_shot_classification_pbsp_q8a_azure_gpt35 | setfit_zero_shot_classification_pbsp_q8a_azure_gpt35 |
| English | en.embed_sentence.mpnet.shona_mpnet_base_snli_mnli | shona_mpnet_base_snli_mnli |
| English | en.embed_sentence.mpnet.sml_ukr_message_classifier | sml_ukr_message_classifier |
| English | en.embed_sentence.mpnet.sml_ukr_word_classifier_medium | sml_ukr_word_classifier_medium |
| English | en.embed_sentence.mpnet.spiced | spiced |
| English | en.embed_sentence.mpnet.stackoverflow_mpnet_base | stackoverflow_mpnet_base |
| English | en.embed_sentence.mpnet.stsb_mpnet_base_v2 | stsb_mpnet_base_v2 |
| English | en.embed_sentence.mpnet.test_food | test_food |
| English | en.embed_sentence.mpnet.test_model_001 | test_model_001 |
| English | en.embed_sentence.mpnet.testing_setfit | testing_setfit |
| English | en.embed_sentence.mpnet.tiny_random_mpnet_hf_internal_testing | tiny_random_mpnet_hf_internal_testing |
| English | en.embed_sentence.mpnet.tiny_random_mpnetformaskedlm_hf_internal_testing | tiny_random_mpnetformaskedlm_hf_internal_testing |
| English | en.embed_sentence.mpnet.tiny_random_mpnetformaskedlm_hf_tiny_model_private | tiny_random_mpnetformaskedlm_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.tiny_random_mpnetformultiplechoice | tiny_random_mpnetformultiplechoice |
| English | en.embed_sentence.mpnet.tiny_random_mpnetforquestionanswering_hf_internal_testing | tiny_random_mpnetforquestionanswering_hf_internal_testing |
| English | en.embed_sentence.mpnet.tiny_random_mpnetforquestionanswering_hf_tiny_model_private | tiny_random_mpnetforquestionanswering_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.tiny_random_mpnetforsequenceclassification_hf_internal_testing | tiny_random_mpnetforsequenceclassification_hf_internal_testing |
| English | en.embed_sentence.mpnet.tiny_random_mpnetforsequenceclassification_hf_tiny_model_private | tiny_random_mpnetforsequenceclassification_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.tiny_random_mpnetfortokenclassification_hf_internal_testing | tiny_random_mpnetfortokenclassification_hf_internal_testing |
| English | en.embed_sentence.mpnet.tiny_random_mpnetfortokenclassification_hf_tiny_model_private | tiny_random_mpnetfortokenclassification_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.tiny_random_mpnetmodel_hf_internal_testing | tiny_random_mpnetmodel_hf_internal_testing |
| English | en.embed_sentence.mpnet.tiny_random_mpnetmodel_hf_tiny_model_private | tiny_random_mpnetmodel_hf_tiny_model_private |
| English | en.embed_sentence.mpnet.vulnerable_groups | vulnerable_groups |
| Spanish | es.embed_sentence.mpnet.mpnet_embedding_negation_categories_classifier | mpnet_embedding_negation_categories_classifier |
| Spanish | es.embed_sentence.mpnet.mpnet_embedding_setfit_alpaca_es_unprocessable_sample_detection | mpnet_embedding_setfit_alpaca_es_unprocessable_sample_detection |
| Spanish | es.embed_sentence.mpnet.mpnet_embedding_setfit_alpaca_spanish_unprocessable_sample_detection | mpnet_embedding_setfit_alpaca_spanish_unprocessable_sample_detection |
| Spanish | es.embed_sentence.mpnet.negation_categories_classifier | negation_categories_classifier |
| Spanish | es.embed_sentence.mpnet.setfit_alpaca_spanish_unprocessable_sample_detection | setfit_alpaca_spanish_unprocessable_sample_detection |
| French | fr.embed_sentence.mpnet.biencoder_all_mpnet_base_v2_mmarcofr | biencoder_all_mpnet_base_v2_mmarcofr |
| French | fr.embed_sentence.mpnet.biencoder_multi_qa_mpnet_base_cos_v1_mmarcofr | biencoder_multi_qa_mpnet_base_cos_v1_mmarcofr |
| French | fr.embed_sentence.mpnet.mpnet_embedding_biencoder_all_mpnet_base_v2_mmarcofr | mpnet_embedding_biencoder_all_mpnet_base_v2_mmarcoFR |
| French | fr.embed_sentence.mpnet.mpnet_embedding_biencoder_multi_qa_mpnet_base_cos_v1_mmarcofr | mpnet_embedding_biencoder_multi_qa_mpnet_base_cos_v1_mmarcoFR |
Additional NLU resources
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Install via PIP
! pip install nlu pyspark