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Models hub (#14183)
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Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* 2024-01-01-bge_small_en (#14116)

* Add model 2024-01-01-bge_small_en

* Add model 2024-01-01-bge_base_en

* Add model 2024-01-01-bge_large_en

---------

Co-authored-by: maziyarpanahi <maziyar.panahi@iscpif.fr>

* 2024-01-01-bert_model_12_class_en (#14119)

* Add model 2024-01-01-ad_distilbert111_en

* Add model 2024-01-01-burmese_awesome_model_gitnazarov_en

* Add model 2024-01-01-nlp1_longformer_en

* Add model 2024-01-01-burmese_awesome_model_fengdavid_en

* Add model 2024-01-01-ad_distilbert39_en

* Add model 2024-01-01-balanced_seq_class_enc_key_name_en

* Add model 2024-01-01-ad_distilbert11_en

* Add model 2024-01-01-ad_distilbert2_en

* Add model 2024-01-01-distilbert_base_uncased_finetuned_cola_hendrik_a_en

* Add model 2024-01-01-ad_distilbert113_en

* Add model 2024-01-01-peft_finetuning_sentiment_model_3000_samples_en

* Add model 2024-01-01-ad_distilbert22_en

* Add model 2024-01-01-bert_model_105_class_en

* Add model 2024-01-01-model_los_en

* Add model 2024-01-01-finetuning_sentiment_model_3000_samples_sakharamg_en

* Add model 2024-01-01-bin_clean_seq_class_en

* Add model 2024-01-01-distilbert_base_uncased_finetuned_cola_frtna_en

* Add model 2024-01-01-distilbert_base_uncased_finetuned_adl_hw1_adenovirux_en

* Add model 2024-01-01-model_ditlbert_en

* Add model 2024-01-01-left_padding80model_en

* Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_tsubakiky_en

* Add model 2024-01-01-distilbert_model_173_class_v1_1_en

* Add model 2024-01-01-q5_phq_en

* Add model 2024-01-01-distilbert_base_uncased_finetuned_emotion_urashima_en

* Add model 2024-01-02-burmese_awesome_model_distilbert3_en

* Add model 2024-01-02-sum_a_utopiadystopia4_en

* Add model 2024-01-02-burmese_classifier_label26_with_finetuned_using_recipe_last_mask_en

* Add model 2024-01-02-ad_distilbert49_en

* Add model 2024-01-02-text_classification_model_jethrowang_en

* Add model 2024-01-02-burmese_awesome_model_itsriya_en

* Add model 2024-01-02-tmp2alr_3qn_en

* Add model 2024-01-02-test_erikweber_en

* Add model 2024-01-02-burmese_awesome_model_jjimdark_en

* Add model 2024-01-02-finetuning_sentiment_model_5000_samples_choidf_en

* Add model 2024-01-02-burmese_awesome_model_taniosama_en

* Add model 2024-01-02-lkd_3_classes_seed_50_response_only_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_cola_laguarage_en

* Add model 2024-01-02-prefix_training_of_bert_model_en

* Add model 2024-01-02-ad_distilbert203_en

* Add model 2024-01-02-ad_distilbert34_en

* Add model 2024-01-02-burmese_awesome_model_choidonghun_en

* Add model 2024-01-02-tweet_sentiments_40k_nepal_bhasa_lionelnh_en

* Add model 2024-01-02-burmese_awesome_model_z7102135_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_ayush001_en

* Add model 2024-01-02-gss_1_en

* Add model 2024-01-02-burmese_awesome_model_gianclbal_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_yoahqiu_en

* Add model 2024-01-02-tmp6wlk_ge6_en

* Add model 2024-01-02-copilot_relex_v1_en

* Add model 2024-01-02-finetuning_emotion_model2_en

* Add model 2024-01-02-burmese_awesome_model_kssscrl_en

* Add model 2024-01-02-twitter_distilbert_sentiment_model_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_maheswarareddy_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_abeeralbashiti_en

* Add model 2024-01-02-finetuning_sentiment_model_25000_samples_prabhat003_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_noza_kit_en

* Add model 2024-01-02-distil_features_v1_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_bl03_en

* Add model 2024-01-02-distilbert_heaps_class2_en

* Add model 2024-01-02-imdb_finetuning_en

* Add model 2024-01-02-burmese_awesome_model_devonho_en

* Add model 2024-01-02-tmpvpcvb6pw_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_zenaido_en

* Add model 2024-01-02-sentiment_ft_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_akanksha23_en

* Add model 2024-01-02-burmese_awesome_model_h_toshni_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_freeman_en

* Add model 2024-01-02-classification_long_en

* Add model 2024-01-02-snli_test_en

* Add model 2024-01-02-distilbert_base_uncased_2023_11_09_22_28_32_en

* Add model 2024-01-02-get_data_en

* Add model 2024-01-02-tmpx9uqb4hl_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_pprabu_en

* Add model 2024-01-02-burmese_awesome_model_drojasca_en

* Add model 2024-01-02-model1_monica95_en

* Add model 2024-01-02-wanted_cls_model_en

* Add model 2024-01-02-results_diego_carrera_en

* Add model 2024-01-02-model_garchema_en

* Add model 2024-01-02-tmp4sbcqy64_en

* Add model 2024-01-02-burmese_awesome_model_priyankbthakkar_en

* Add model 2024-01-02-burmese_model_caotrunghieu_en

* Add model 2024-01-02-burmese_awesome_model2_gchabcou_en

* Add model 2024-01-02-burmese_awesome_model_manohar899_en

* Add model 2024-01-02-burmese_models_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_ggandara_en

* Add model 2024-01-02-imdbreviews_classification_distilbert_v2_en

* Add model 2024-01-02-squad_classifier_en

* Add model 2024-01-02-output_model_en

* Add model 2024-01-02-tmp9w5cn3p7_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_yohenny_en

* Add model 2024-01-02-distilbert_bp_text_thai_en

* Add model 2024-01-02-finetuning_sentiment_model_best_en

* Add model 2024-01-02-burmese_awesome_model_kenkentron_en

* Add model 2024-01-02-hgf_model_en

* Add model 2024-01-02-tmpjr7vyun6_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_shiv4223_en

* Add model 2024-01-02-sentiment_analysis_model_lel76_en

* Add model 2024-01-02-modelo_clasificacion_taller_notaller_v3_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_mooncrescent_en

* Add model 2024-01-02-in_class_emotion_classifier_330_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_clinc_takaiwai_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_shahidmo99_en

* Add model 2024-01-02-model_los_removing_layer_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_khanhvodich1_en

* Add model 2024-01-02-burmese_awesome_model_kharris6_en

* Add model 2024-01-02-tmp39mp15ug_en

* Add model 2024-01-02-ad_distilbert201_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_eric20638_en

* Add model 2024-01-02-output_yay9096_en

* Add model 2024-01-02-burmese_awesome_model_karlkwon_en

* Add model 2024-01-02-metricas_teste8_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_rishusiva_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_orangeisfly_en

* Add model 2024-01-02-insight_model_en

* Add model 2024-01-02-burmese_awesome_model_praysimanjuntak_en

* Add model 2024-01-02-ad_distilbert110_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_cola_momowax_en

* Add model 2024-01-02-imdb_yali98_en

* Add model 2024-01-02-on_the_fly_en

* Add model 2024-01-02-hacakthon1288_en

* Add model 2024-01-02-covid_tweet_sentiment_analyzer_distilbert_fantasticrambo_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_ginevrad_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_jcorpse96_en

* Add model 2024-01-02-langchain_en

* Add model 2024-01-02-email_spam_detection_distilbert_en

* Add model 2024-01-02-genre_pred_model_reduced_3_epochs_en

* Add model 2024-01-02-distilbert_base_uncased_distilled_clinc_takaiwai_en

* Add model 2024-01-02-tmp75c85wrd_en

* Add model 2024-01-02-burmese_awesome_model2_emresefer_en

* Add model 2024-01-02-distilbert_base_uncased_2023_11_09_22_26_01_en

* Add model 2024-01-02-burmese_awesome_model_sdjkhfosfsdhxoig_en

* Add model 2024-01-02-10_epochs_features_model_w_designs_en

* Add model 2024-01-02-model_electra_en

* Add model 2024-01-02-finetuned_sentiment_model_shailesh1914_en

* Add model 2024-01-02-finetuning_emotion_model_ayush122004_en

* Add model 2024-01-02-trainer_chapter_pcuenq_en

* Add model 2024-01-02-burmese_awesome_model_agustincosta_en

* Add model 2024-01-02-finetuned_with_imdb_en

* Add model 2024-01-02-distilbert_emotion_geosb_en

* Add model 2024-01-02-ad_distilbert200_en

* Add model 2024-01-02-metricas_teste2_en

* Add model 2024-01-02-burmese_awesome_model_zerolovesea_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_nathanjlee_en

* Add model 2024-01-02-supervised_test_1_en

* Add model 2024-01-02-burmese_awesome_model_muktaghosh_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_cola_isaacasares_en

* Add model 2024-01-02-telugu_dataset_other_sentiment_distilbert_te

* Add model 2024-01-02-insights_model_en

* Add model 2024-01-02-distil_bert_proisrael_author_text_norwegian_preprocess_tmp_en

* Add model 2024-01-02-ad_distilbert100_en

* Add model 2024-01-02-burmese_awesome_model_alexander_896_en

* Add model 2024-01-02-testeee_en

* Add model 2024-01-02-teste1_en

* Add model 2024-01-02-ad_distilbert205_en

* Add model 2024-01-02-sum_a_utopiadystopia3_en

* Add model 2024-01-02-tmpsnxpcerj_en

* Add model 2024-01-02-burmese_awesome_model_linhkhacpham2024_en

* Add model 2024-01-02-finetuning_bert_model_en

* Add model 2024-01-02-tmprauf086j_en

* Add model 2024-01-02-distilbert_base_uncased_ark_ft_en

* Add model 2024-01-02-merged_model_sequence_classification_binary_en

* Add model 2024-01-02-tmp_model_en

* Add model 2024-01-02-burmese_awesome_model_bobbyw_en

* Add model 2024-01-02-results_jelinek_en

* Add model 2024-01-02-finetuning_sentiment_model_1600_samples_en

* Add model 2024-01-02-tmp6v3u78on_en

* Add model 2024-01-02-teste4_en

* Add model 2024-01-02-balanced_seq_class_enc_key_name_wlfunc_en

* Add model 2024-01-02-burmese_awesome_distelbert_clone_en

* Add model 2024-01-02-burmese_awesome_model_gabpalmeri_en

* Add model 2024-01-02-ad_distilbert105_en

* Add model 2024-01-02-v1_azuelsdorf_en

* Add model 2024-01-02-finetuning_sentiment_model_samples_pavelar_en

* Add model 2024-01-02-model_maaz66_en

* Add model 2024-01-02-imdb2_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_nikdigio_en

* Add model 2024-01-02-sum_a_utopiadystopia5_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_honda255tex_en

* Add model 2024-01-02-senti_analysis_en

* Add model 2024-01-02-distilbert_finetuned_russian_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_branislava_en

* Add model 2024-01-02-tmpgel6wptu_en

* Add model 2024-01-02-burmese_awesome_model_normanyu_flowbo_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_shuryo_en

* Add model 2024-01-02-distilbert_for_order_classification_en

* Add model 2024-01-02-burmese_awesome_model_hefeng0_en

* Add model 2024-01-02-burmese_awesome_model_pilehvar_en

* Add model 2024-01-02-burmese_awesome_model_nick_hardcastle_en

* Add model 2024-01-02-imdb_distilbert_base_uncased_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_nick230199_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_cola_tvrcopgg_en

* Add model 2024-01-02-finetune_sentiment_model_with_3000_samples_en

* Add model 2024-01-02-multiling_sarcasm_detector_en

* Add model 2024-01-02-iotnation_classification_model_0_2_smaller_cleaned_set_en

* Add model 2024-01-02-finetuning_sentiment_model_1000_samples_skrh_en

* Add model 2024-01-02-bin_clean_seq_class_balanced_en

* Add model 2024-01-02-tmp52ynk3jn_en

* Add model 2024-01-02-ad_distilbert24_en

* Add model 2024-01-02-burmese_awesome_model_devontaeh_en

* Add model 2024-01-02-ad_distilbert20_en

* Add model 2024-01-02-teste3_en

* Add model 2024-01-02-burmese_awesome_model_mke10_en

* Add model 2024-01-02-tmpri2i0v_6_en

* Add model 2024-01-02-balanced_seq_class_enc_key_name_pretrain_en

* Add model 2024-01-02-burmese_awesome_model_kundan121_en

* Add model 2024-01-02-burmese_awesome_model_sjieunhlv_en

* Add model 2024-01-02-burmese_awesome_model_buddyfred_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_calliea_en

* Add model 2024-01-02-sum_a_utopiadystopia6_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_saikiran9909_en

* Add model 2024-01-02-distilbert_base_uncased_2023_11_09_22_33_17_en

* Add model 2024-01-02-test_model_minhquan6203_en

* Add model 2024-01-02-sum_a_utopiadystopia2_en

* Add model 2024-01-02-ad_distilbert204_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_morningdusk_en

* Add model 2024-01-02-test_codes_lgma_en

* Add model 2024-01-02-burmese_awesome_model_trevordalton_en

* Add model 2024-01-02-ad_distilbert202_en

* Add model 2024-01-02-insight_en

* Add model 2024-01-02-in_class_emotion_classifier_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_prabhat003_en

* Add model 2024-01-02-classifier_model_27_09_2023_21_39_56_en

* Add model 2024-01-02-burmese_awesome_model_alokkulkarni_en

* Add model 2024-01-02-burmese_awesome_model_sgpaliwal_en

* Add model 2024-01-02-finetuning_sentiment_model_25000_samples_pavelar_en

* Add model 2024-01-02-sum_a_utopiadystopia7_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_cola_dencinasr_en

* Add model 2024-01-02-ad_distilbert114_en

* Add model 2024-01-02-depression_model_zelenie0volosy_en

* Add model 2024-01-02-output_model2_en

* Add model 2024-01-02-emotion_model_50_en

* Add model 2024-01-02-tmp4na67oes_en

* Add model 2024-01-02-imdb_bl03_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_nfsrulesfr_en

* Add model 2024-01-02-conversation_en

* Add model 2024-01-02-sentiment_fe_en

* Add model 2024-01-02-burmese_awesome_model_distilbert2_en

* Add model 2024-01-02-burmese_awesome_model_paultrust_en

* Add model 2024-01-02-burmese_awesome_model_nlpcodemonkey_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion_retroinferno_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_jkcchan_en

* Add model 2024-01-02-covid_vaccine_tweet_sentiment_analysis_distilbert_bambadij_en

* Add model 2024-01-02-tmphvsjjxoy_en

* Add model 2024-01-02-burmese_awesome_model_moumitanettojanamanna_en

* Add model 2024-01-02-finetuning_sentiment_model_3000_samples_lepeng_en

* Add model 2024-01-02-distilbert_base_uncased_finetuned_emotion2_dyoo_en

* Add model 2024-01-02-burmese_model_portuguese_en

* Add model 2024-01-02-huggingface_train_en

* Add model 2024-01-02-tmp17a7eamp_en

* Add model 2024-01-02-tmprcjgsh4f_en

---------

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* Add model 2024-01-10-mpnet_sequence_classifier_ukr_message_en (#14131)

Co-authored-by: DevinTDHa <duc.hatrung95@gmail.com>

* 2024-01-19-deberta_base_zero_shot_classifier_mnli_anli_v3_en (#14144)

* Add model 2024-01-19-seq_classification_demo_en

* Add model 2024-01-19-ioclassifier_en

* Add model 2024-01-19-camembert_base_finetunned_one_thema_balanced_en

* Add model 2024-01-19-french_naxai_ai_csat_classification_transportation_125919102023_fr

* Add model 2024-01-19-topic_othertopics_v2_en

* Add model 2024-01-19-wangchan_course_en

* Add model 2024-01-19-malayalam_ioclassifier_en

* Add model 2024-01-19-fine_tuned_distilbert_base_uncased_en

* Add model 2024-01-19-camembert_base_fine_tunned_categories_weight_v2_en

* Add model 2024-01-19-camembert_base_finetuned_linecause_en

* Add model 2024-01-19-autotrain_l_competence_485_95262146322_en

* Add model 2024-01-19-sitexsometre_camembert_large_en

* Add model 2024-01-19-camembert_base_finetunned_one_thema_balanced_5_epochs_en

* Add model 2024-01-19-492_model_depressed_en

* Add model 2024-01-19-choubert_16_plant_health_tweet_classifier_fr

* Add model 2024-01-19-wangchanberta_hyperopt_sentiment_01_th

* Add model 2024-01-19-camembert_base_fine_tunned_categories_en

* Add model 2024-01-19-french_naxai_ai_emotion_classification_143306122023_en

* Add model 2024-01-19-autotrain_l_license_362_95282146335_en

* Add model 2024-01-19-camembert_classification_tools_qlora_en

* Add model 2024-01-19-camembert_large_finetuned_repnum_wl_rua_wl_fr

* Add model 2024-01-19-jva_missions_report_v2_huynhdoo_en

* Add model 2024-01-19-wangchanberta_limesoda_fakenews_en

* Add model 2024-01-19-burmese_second_model_en

* Add model 2024-01-19-autonlp_fr_another_test_565016091_fr

* Add model 2024-01-19-sentiment_others_v1_en

* Add model 2024-01-19-laptop_sentence_classfication_wangchanberta_en

* Add model 2024-01-19-camembert_base_finetuned_nli_rua_wl_fr

* Add model 2024-01-19-camembert_base_finetuned_nli_repnum_wl_fr

* Add model 2024-01-19-camembert_large_finetuned_rua_wl_3_classes_fr

* Add model 2024-01-19-nli_stsb_french_en

* Add model 2024-01-19-autonlp_jcvd_oriya_linkedin_3471039_fr

* Add model 2024-01-19-camembert_large_finetuned_repnum_wl_3_classes_fr

* Add model 2024-01-19-umberto_uncased_covid_sentiment_en

* Add model 2024-01-19-autotrain_test1_1297049687_en

* Add model 2024-01-19-autotrain_tnc_data2500_wangchanberta_928030564_en

* Add model 2024-01-19-camembert_large_finetuned_xnli_french_3_classes_finetuned_repnum_wl_rua_wl_3_classes_fr

* Add model 2024-01-19-sitexsometre_camembert_base_ccnet_en

* Add model 2024-01-19-sloberta_sinhalese_rrhf_en

* Add model 2024-01-19-autotrain_tnc_domain_wangchanberta_921730254_en

* Add model 2024-01-19-camembert_ccnet_classification_tools_neftune_french_v2_en

* Add model 2024-01-19-camembert_base_finetuned_xnli_french_finetuned_nli_repnum_wl_fr

* Add model 2024-01-19-camembert_large_finetuned_xnli_french_3_classes_finetuned_rua_wl_3_classes_fr

* Add model 2024-01-19-camembert_base_finetuned_xnli_french_finetuned_nli_repnum_wl_rua_wl_fr

* Add model 2024-01-19-camembert_base_finetunned_one_thema_balanced_8_epochs_en

* Add model 2024-01-19-severe_js100_sentiment_en

* Add model 2024-01-19-camembert_plant_health_tweet_classifier_fr

* Add model 2024-01-19-type_prediction_transformer_en

* Add model 2024-01-19-autotrain_tnc_data1000_wangchanberta_927730545_en

* Add model 2024-01-19-augment_aspect_finnlp_thai_en

* Add model 2024-01-19-autotrain_l_amendment_207_95256146319_en

* Add model 2024-01-19-autotrain_l_liability_484_95277146331_en

* Add model 2024-01-19-camembert_large_finetuned_rua_wl_fr

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---------

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* Add model 2024-02-01-bert_zero_shot_classifier_mnli_xx (#14157)

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

* Add model 2024-01-20-mpnet_base_question_answering_squad2_en (#14146)

Co-authored-by: DevinTDHa <duc.hatrung95@gmail.com>

* 2024-02-11-bge_m3_xx (#14170)

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* Update 2024-02-11-bge_m3_xx.md

---------

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>
Co-authored-by: Maziyar Panahi <maziyar.panahi@iscpif.fr>

* 2024-02-16-distil_asr_whisper_small_en (#14176)

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---------

Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>

---------

Co-authored-by: jsl-models <74001263+jsl-models@users.noreply.github.com>
Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>
Co-authored-by: prabod <prabod@rathnayaka.me>
Co-authored-by: DevinTDHa <duc.hatrung95@gmail.com>
Co-authored-by: Devin Ha <33089471+DevinTDHa@users.noreply.github.com>
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---
layout: model
title: MPNet Base For Question Answering - Squad2
author: John Snow Labs
name: mpnet_base_question_answering_squad2
date: 2024-01-20
tags: [mpnet, base, qa, question, answer, answering, squad, en, open_source, onnx]
task: Question Answering
language: en
edition: Spark NLP 5.2.4
spark_version: 3.0
supported: true
engine: onnx
annotator: MPNetForQuestionAnswering
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

MPNet Base For Question Answering fine tuned on the Squad2 dataset.

Reference: https://huggingface.co/haddadalwi/multi-qa-mpnet-base-dot-v1-finetuned-squad2-all

## Predicted Entities



{:.btn-box}
<button class="button button-orange" disabled>Live Demo</button>
<button class="button button-orange" disabled>Open in Colab</button>
[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/mpnet_base_question_answering_squad2_en_5.2.4_3.0_1705756189243.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/mpnet_base_question_answering_squad2_en_5.2.4_3.0_1705756189243.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}

## How to use



<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
import sparknlp
from sparknlp.base import *
from sparknlp.annotator import *
from pyspark.ml import Pipeline

documentAssembler = MultiDocumentAssembler() \
.setInputCols(["question", "context"]) \
.setOutputCol(["document_question", "document_context"])

spanClassifier = MPNetForQuestionAnswering.pretrained() \
.setInputCols(["document_question", "document_context"]) \
.setOutputCol("answer") \
.setCaseSensitive(False)

pipeline = Pipeline().setStages([
documentAssembler,
spanClassifier
])

data = spark.createDataFrame([["What's my name?", "My name is Clara and I live in Berkeley."]]).toDF("question", "context")
result = pipeline.fit(data).transform(data)
result.select("answer.result").show(truncate=False)

```
```scala
import spark.implicits._
import com.johnsnowlabs.nlp.base._
import com.johnsnowlabs.nlp.annotator._
import org.apache.spark.ml.Pipeline

val document = new MultiDocumentAssembler()
.setInputCols("question", "context")
.setOutputCols("document_question", "document_context")

val questionAnswering = MPNetForQuestionAnswering.pretrained()
.setInputCols(Array("document_question", "document_context"))
.setOutputCol("answer")
.setCaseSensitive(true)

val pipeline = new Pipeline().setStages(Array(
document,
questionAnswering
))

val data = Seq("What's my name?", "My name is Clara and I live in Berkeley.").toDF("question", "context")
val result = pipeline.fit(data).transform(data)

result.select("label.result").show(false)
```
</div>

## Results

```bash
+---------------------+
|result |
+---------------------+
|[Clara] |
++--------------------+
```

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|mpnet_base_question_answering_squad2|
|Compatibility:|Spark NLP 5.2.4+|
|License:|Open Source|
|Edition:|Official|
|Input Labels:|[document_question, document_context]|
|Output Labels:|[answer]|
|Language:|en|
|Size:|403.5 MB|
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---
layout: model
title: English 1_model_topic_classification_v2 CamemBertForSequenceClassification from boronbrown48
author: John Snow Labs
name: 1_model_topic_classification_v2
date: 2024-01-19
tags: [camembert, en, open_source, sequence_classification, onnx]
task: Text Classification
language: en
edition: Spark NLP 5.2.4
spark_version: 3.0
supported: true
engine: onnx
annotator: CamemBertForSequenceClassification
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

Pretrained CamemBertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`1_model_topic_classification_v2` is a English model originally trained by boronbrown48.

{:.btn-box}
<button class="button button-orange" disabled>Live Demo</button>
<button class="button button-orange" disabled>Open in Colab</button>
[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/1_model_topic_classification_v2_en_5.2.4_3.0_1705696757342.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/1_model_topic_classification_v2_en_5.2.4_3.0_1705696757342.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}

## How to use



<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python

document_assembler = DocumentAssembler()\
.setInputCol("text")\
.setOutputCol("document")

tokenizer = Tokenizer()\
.setInputCols("document")\
.setOutputCol("token")

sequenceClassifier = CamemBertForSequenceClassification.pretrained("1_model_topic_classification_v2","en")\
.setInputCols(["document","token"])\
.setOutputCol("class")

pipeline = Pipeline().setStages([document_assembler, tokenizer, sequenceClassifier])

data = spark.createDataFrame([["PUT YOUR STRING HERE"]]).toDF("text")

result = pipeline.fit(data).transform(data)

```
```scala

val document_assembler = new DocumentAssembler()
.setInputCol("text")
.setOutputCol("document")

val tokenizer = new Tokenizer()
.setInputCols("document")
.setOutputCol("token")

val sequenceClassifier = CamemBertForSequenceClassification.pretrained("1_model_topic_classification_v2","en")
.setInputCols(Array("document","token"))
.setOutputCol("class")

val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, sequenceClassifier))

val data = Seq("PUT YOUR STRING HERE").toDS.toDF("text")

val result = pipeline.fit(data).transform(data)


```
</div>

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|1_model_topic_classification_v2|
|Compatibility:|Spark NLP 5.2.4+|
|License:|Open Source|
|Edition:|Official|
|Input Labels:|[documents, token]|
|Output Labels:|[class]|
|Language:|en|
|Size:|394.4 MB|

## References

https://huggingface.co/boronbrown48/1_model_topic_classification_v2
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---
layout: model
title: English 1_topic_classification CamemBertForSequenceClassification from boronbrown48
author: John Snow Labs
name: 1_topic_classification
date: 2024-01-19
tags: [camembert, en, open_source, sequence_classification, onnx]
task: Text Classification
language: en
edition: Spark NLP 5.2.4
spark_version: 3.0
supported: true
engine: onnx
annotator: CamemBertForSequenceClassification
article_header:
type: cover
use_language_switcher: "Python-Scala-Java"
---

## Description

Pretrained CamemBertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`1_topic_classification` is a English model originally trained by boronbrown48.

{:.btn-box}
<button class="button button-orange" disabled>Live Demo</button>
<button class="button button-orange" disabled>Open in Colab</button>
[Download](https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/models/1_topic_classification_en_5.2.4_3.0_1705698324374.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/1_topic_classification_en_5.2.4_3.0_1705698324374.zip){:.button.button-orange.button-orange-trans.button-icon.button-copy-s3}

## How to use



<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python

document_assembler = DocumentAssembler()\
.setInputCol("text")\
.setOutputCol("document")

tokenizer = Tokenizer()\
.setInputCols("document")\
.setOutputCol("token")

sequenceClassifier = CamemBertForSequenceClassification.pretrained("1_topic_classification","en")\
.setInputCols(["document","token"])\
.setOutputCol("class")

pipeline = Pipeline().setStages([document_assembler, tokenizer, sequenceClassifier])

data = spark.createDataFrame([["PUT YOUR STRING HERE"]]).toDF("text")

result = pipeline.fit(data).transform(data)

```
```scala

val document_assembler = new DocumentAssembler()
.setInputCol("text")
.setOutputCol("document")

val tokenizer = new Tokenizer()
.setInputCols("document")
.setOutputCol("token")

val sequenceClassifier = CamemBertForSequenceClassification.pretrained("1_topic_classification","en")
.setInputCols(Array("document","token"))
.setOutputCol("class")

val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, sequenceClassifier))

val data = Seq("PUT YOUR STRING HERE").toDS.toDF("text")

val result = pipeline.fit(data).transform(data)


```
</div>

{:.model-param}
## Model Information

{:.table-model}
|---|---|
|Model Name:|1_topic_classification|
|Compatibility:|Spark NLP 5.2.4+|
|License:|Open Source|
|Edition:|Official|
|Input Labels:|[documents, token]|
|Output Labels:|[class]|
|Language:|en|
|Size:|394.3 MB|

## References

https://huggingface.co/boronbrown48/1_topic_classification
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