2023-11-26-distilbert_base_cased_qa_squad2_en (#14077)

* Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_filial_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_srushti97_en * Add model 2023-11-27-devang_qna_model_2epoch_en * Add model 2023-11-26-javad_mohammadzadeh_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_frozen_v1_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_srmukundb_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_acremoux3_en * Add model 2023-11-26-distilbert_persian_farsi_zwnj_base_finetuned_pquad_fa * Add model 2023-11-27-distilbert_base_uncased_finetuned_squad_finetuned_team2_en * Add model 2023-11-27-distilbert_base_uncased_finetuned_squad_chrislunger_en * Add model 2023-11-27-burmese_h_qa_model_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_seviladiguzel_en * Add model 2023-11-27-distilbert_base_uncased_finetuned_squad_muditash_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_seokheeyam_en * Add model 2023-11-26-ai_challenge_model_en * Add model 2023-11-26-distilbert_base_cased_distilled_squad_finetuned_squad_anaghasavit_en * Add model 2023-11-26-jungnerd_qa_model_sunmin_dev_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_desak_en * Add model 2023-11-26-distilbert_base_uncased_distilled_squad_arinakosovskaia_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_pranavsilimkhan_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_ssunny_en * Add model 2023-11-26-distilbert_qa_squadv1_en * Add model 2023-11-26-burmese_first_model_en * Add model 2023-11-26-distilbert_base_cased_distilled_squad_orkg_what_1e_04_en * Add model 2023-11-26-distilbert_base_cased_distilled_squad_orkg_which_1e_04_en * Add model 2023-11-26-distilbert_model_en * Add model 2023-11-27-distil_bert_fine_tune_2_en * Add model 2023-11-27-starter_qa_model_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_asmaa_ali_en * Add model 2023-11-27-burmese_awesome_qa_model_pinak1297_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_ashhyun_en * Add model 2023-11-26-distilbert_squad_for_musique_4_en * Add model 2023-11-27-distilbert_multilingual_xx * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_kevin123_en * Add model 2023-11-27-rudistilbert_base_sberquad_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_chuchun9_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_ramanirudh_en * Add model 2023-11-26-distilbert_squad_for_musique_5_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_sam999_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_ozsenior13_en * Add model 2023-11-26-burmese_awesome_qa_model_ilidiolopes_en * Add model 2023-11-27-burmese_awesome_qa_model_wanghao2022_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_hamdan_en * Add model 2023-11-27-burmese_awesome_qa_model_vanshkodesia21_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_rhakbari_en * Add model 2023-11-27-saved_distilbert_squad_en * Add model 2023-11-27-hugging_face_qa_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_ulajessen_en * Add model 2023-11-26-iotnation_companylocation_extraction_qa_model_1_1_distilbert_en * Add model 2023-11-26-distilbert_persian_farsi_zwnj_base_finetuned_2epoch_pquad_en * Add model 2023-11-27-burmese_awesome_qa_model_asingh3_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_muhtalhakhan_en * Add model 2023-11-26-bert_tomi_xavia0012_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_flowing_concepts_ai_en * Add model 2023-11-27-edtech_v2_en * Add model 2023-11-27-distilbert_base_uncased_finetuned_squad_anhvth5_en * Add model 2023-11-27-qa_numberthree_en * Add model 2023-11-26-qa_tquad_distilbert_base_turkish_en * Add model 2023-11-26-jungnerd_qa_model_jungnerd_en * Add model 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2023-11-26-distilbert_squad_for_musique_en * Add model 2023-11-26-iotnation_qa_model_1_95_distilbert_unk_dataset_no_paraphrase_en * Add model 2023-11-27-burmese_awesome_qa_model_san007_en * Add model 2023-11-27-dbt8_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_v2_3_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_nandu1_en * Add model 2023-11-27-burmese_awesome_qa_model_gnanaprakash2004_en * Add model 2023-11-27-model_mrcl0ud_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_charinet_en * Add model 2023-11-27-burmese_awesome_qa_model_zycckz_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_hotpot_qa_en * Add model 2023-11-27-burmese_awesome_qa_model_arkash_en * Add model 2023-11-27-health_question_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_sulphurage_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_sneka_en * Add model 2023-11-26-distilbert_base_cased_distilled_squad_finetuned_squad_kuberpmu_en * Add model 2023-11-26-burmese_awesome_qa_model_thejosephloy_en * Add model 2023-11-27-bankstatementmodelver1_en * Add model 2023-11-27-burmese_awesome_qa_en * Add model 2023-11-26-distilbert_qa_checkpoint_v4_en * Add model 2023-11-27-burmese_awesome_qa_model_ezrawilliam_en * Add model 2023-11-26-m_distilbert_large_qa_model_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_chiendvhust_en * Add model 2023-11-27-1000length_en * Add model 2023-11-27-burmese_awesome_qa_model_prahalad_en * Add model 2023-11-27-iotnation_qa_model_2_6_distilbert_original_3e_5_512_length_5_epoch_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_abbynewcomb_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_vincenzodeleo_en * Add model 2023-11-26-limburgish_tis_tuned_2_en * Add model 2023-11-27-burmese_awesome_qa_model1_en * Add model 2023-11-27-burmese_awesome_qa_model_spleonard1_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_rocketq_en * Add model 2023-11-27-burmese_awesome_qa_model_sudiyanto_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_amz_brander_en * Add model 2023-11-27-burmese_awesome_qa_model_kazisami_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_stevemobs_en * Add model 2023-11-27-ma_saemi_en * Add model 2023-11-27-burmese_awesome_qa_model_fathyshalab_en * Add model 2023-11-27-distil_bert_fine_tuned_2_en * Add model 2023-11-27-spec_seq_lab_indonesian_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squac_en * Add model 2023-11-27-model4_en * Add model 2023-11-26-jane_model_en * Add model 2023-11-27-burmese_awesome_qa_model_jord_hanus_en * Add model 2023-11-27-burmese_awesome_qa_model_sruschetta_peptone_en * Add model 2023-11-27-burmese_awesome_qa_model_viv_san_en * Add model 2023-11-27-burmese_awesome_qa_model_hxtheone_en * Add model 2023-11-26-bert_finetuned_subjqa_en * Add model 2023-11-27-burmese_awesome_qa_model_idriska_en * Add model 2023-11-27-iotnation_qa_model_2_01_distilbert_no_unk_dataset_for_comparison_en * Add model 2023-11-27-burmese_awesome_qa_model_godlikeheheda_en * Add model 2023-11-27-baseline_en * Add model 2023-11-27-qa_model_angelogonzales_en * Add model 2023-11-26-distilbert_base_uncased_finetuned_squad_oananovac_en * Add model 2023-11-27-burmese_awesome_qa_model_saraaa9675_en * Add model 2023-11-27-pruebamodelotfm_distilbert_in_en * Add model 2023-11-27-burmese_awesome_qa_model_fardinbh_en * Add model 2023-11-27-burmese_qa_model_fardinbh_en * Add model 2023-11-27-pruned_model_en * Add model 2023-11-27-test_squad_trained_finetuned_squad_en * Add model 2023-11-27-mlg_en * Add model 2023-11-27-burmese_qa_model_pytorch_en * Add model 2023-11-27-burmese_awesome_qa_model_dafini8_en * Add model 2023-11-27-burmese_awesome_qa_model_mwilsonreyes_en * Add model 2023-11-27-burmese_awesome_qa_model_paytonray_en * Add model 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model 2023-11-27-burmese_awesome_qa_model_hfease_en * Add model 2023-11-27-burmese_awesome_qa_model_padu98_en * Add model 2023-11-27-distilbert_base_cased_distilled_squad_augmented3_en * Add model 2023-11-27-burmese_awesome_qa_model_elis_expanded_en * Add model 2023-11-27-training_df_fullctxt_filtered_0_15_bertqa_en * Add model 2023-11-27-burmese_awesome_qa_model_sarvagna_en * Add model 2023-11-27-burmese_awesome_qa_model_wool_peach_en * Add model 2023-11-27-burmese_awesome_qa_model_browak_en * Add model 2023-11-27-burmese_awesome_qa_model_ziangzhang10_en * Add model 2023-11-27-burmese_awesome_qa_model_rugvedabodke_en * Add model 2023-11-27-test_qabert_small_en * Add model 2023-11-27-burmese_awesome_qa_model_anjalidagar_en * Add model 2023-11-27-burmese_awesome_qa_model_aanchalsatyan_en * Add model 2023-11-27-burmese_awesome_qa_model_lina_en * Add model 2023-11-27-burmese_awesome_qa_model_arminazizi59_en * Add model 2023-11-27-bert_poa_en * Add model 2023-11-27-burmese_awesome_qa_model_altamirosantos_en * Add model 2023-11-27-burmese_awesome_qa_model_balaji16_en * Add model 2023-11-27-burmese_awesome_qa_model_dariusstaugas_en * Add model 2023-11-27-burmese_awesome_qa_model_veer09_en * Add model 2023-11-27-burmese_awesome_qa_model_renukakakasaheb_en * Add model 2023-11-27-squad_qa_model_en * Add model 2023-11-27-distilbert_base_cased_distilled_squad_augmented2_en * Add model 2023-11-27-distilbert_base_cased_distilled_squad_augmented4_en * Add model 2023-11-27-model_ywoo_en * Add model 2023-11-27-devang_qna_model_1epoch_en * Add model 2023-11-27-burmese_awesome_qa_model_bobbyone_en * Add model 2023-11-27-burmese_awesome_qa_model_allancuenca_en * Add model 2023-11-27-devang_qna_model_4epoch_en * Add model 2023-11-27-burmese_awesome_qa_model_willaay3d_en * Add model 2023-11-27-distilbert_base_uncased_finetuned_squad_emilie_amandine_en * Add model 2023-11-27-distilbert_base_cased_distilled_squad_augmented1_en * Add model 2023-11-27-burmese_awesome_qa_model_ganga12_en * Add model 2023-11-27-oneapi_qa_model_kaggle_en * Add model 2023-11-27-burmese_awesome_qa_model_emresefer_en * Add model 2023-11-27-burmese_awesome_qa_model_darius_expanded_en * Add model 2023-11-27-distilbert_base_cased_distilled_squad_augmented_grammarly1_en * Add model 2023-11-27-burmese_awesome_qa_model_azuelsdorf_en * Add model 2023-11-27-distilbert_pst_en * Add model 2023-11-27-burmese_awesome_qa_model_lofelix_en * Add model 2023-11-27-burmese_awesome_qa_model_sravanipilla_en * Add model 2023-11-27-qa_model_test_jmslord_en * Add model 2023-11-27-burmese_awesome_qa_model_rpkarnavat_en * Add model 2023-11-27-burmese_awesome_qa_model_stoemb_en * Add model 2023-11-27-qa_tutorial_model_en * Add model 2023-11-27-burmese_awesome_qa_model_jennndexter_en * Add model 2023-11-27-burmese_awesome_qa_model_jlines_en * Add model 2023-11-27-burmese_awesome_qa_model_samlansley_en * Add model 2023-11-27-burmese_awesome_qa_model_elis_en * Add model 2023-11-27-burmese_awesome_qa_model_heydars_en * Add model 2023-11-27-fine_tuned_bert_pariwisata_bali_en * Add model 2023-11-27-burmese_awesome_qa_model_jaskmankan_en * Add model 2023-11-27-distilbert_base_uncased_finetuned_squad_bornadr_en * Add model 2023-11-27-burmese_awesome_qa_model_mrbach_en * Add model 2023-11-27-burmese_awesome_qa_model_anhoang_en * Add model 2023-11-27-burmese_awesome_qa_model_kymsa_en * Add model 2023-11-27-colab_dolly_ft_gpt2_en * Add model 2023-11-27-distilbert_base_uncased_finetuned_squad_jeukhwang_en * Add model 2023-11-27-burmese_awesome_qa_model_silviaks_en * Add model 2023-11-27-burmese_awesome_qa_model_jackkidding_en * Add model 2023-11-27-qa_model_netgvarun2005_en * Add model 2023-11-27-burmese_awesome_qa_model_joddiy_en * Add model 2023-11-27-qa_azbukau_en * Add model 2023-11-27-burmese_awesome_qa_model_xiaolongbao888_en --------- Co-authored-by: ahmedlone127 <ahmedlone127@gmail.com>
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diff --git a/docs/_posts/ahmedlone127/2023-11-26-adhd_test_qa_model_only_mike_en.md b/docs/_posts/ahmedlone127/2023-11-26-adhd_test_qa_model_only_mike_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English adhd_test_qa_model_only_mike DistilBertForQuestionAnswering from Only-Mike
+author: John Snow Labs
+name: adhd_test_qa_model_only_mike
+date: 2023-11-26
+tags: [distilbert, en, open_source, question_answering, onnx]
+task: Question Answering
+language: en
+edition: Spark NLP 5.2.0
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertForQuestionAnswering
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForQuestionAnswering model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`adhd_test_qa_model_only_mike` is a English model originally trained by Only-Mike.
+
+{:.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/adhd_test_qa_model_only_mike_en_5.2.0_3.0_1701041835430.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/adhd_test_qa_model_only_mike_en_5.2.0_3.0_1701041835430.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 = MultiDocumentAssembler() \
+    .setInputCol(["question", "context"]) \
+    .setOutputCol(["document_question", "document_context"])
+
+
+spanClassifier = DistilBertForQuestionAnswering.pretrained("adhd_test_qa_model_only_mike","en") \
+            .setInputCols(["document_question","document_context"]) \
+            .setOutputCol("answer")
+
+pipeline = Pipeline().setStages([document_assembler, spanClassifier])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new MultiDocumentAssembler()
+    .setInputCol(Array("question", "context")) 
+    .setOutputCol(Array("document_question", "document_context"))
+
+val spanClassifier = DistilBertForQuestionAnswering  
+    .pretrained("adhd_test_qa_model_only_mike", "en")
+    .setInputCols(Array("document_question","document_context")) 
+    .setOutputCol("answer") 
+
+val pipeline = new Pipeline().setStages(Array(document_assembler, spanClassifier))
+
+val pipelineModel = pipeline.fit(data)
+
+val pipelineDF = pipelineModel.transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|adhd_test_qa_model_only_mike|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[document_question, document_context]|
+|Output Labels:|[answer]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Only-Mike/ADHD_Test_qa_model
diff --git a/docs/_posts/ahmedlone127/2023-11-26-ai_challenge_model_en.md b/docs/_posts/ahmedlone127/2023-11-26-ai_challenge_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English ai_challenge_model DistilBertForQuestionAnswering from minhcrafters
+author: John Snow Labs
+name: ai_challenge_model
+date: 2023-11-26
+tags: [distilbert, en, open_source, question_answering, onnx]
+task: Question Answering
+language: en
+edition: Spark NLP 5.2.0
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertForQuestionAnswering
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForQuestionAnswering model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`ai_challenge_model` is a English model originally trained by minhcrafters.
+
+{:.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/ai_challenge_model_en_5.2.0_3.0_1701016192549.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/ai_challenge_model_en_5.2.0_3.0_1701016192549.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 = MultiDocumentAssembler() \
+    .setInputCol(["question", "context"]) \
+    .setOutputCol(["document_question", "document_context"])
+
+
+spanClassifier = DistilBertForQuestionAnswering.pretrained("ai_challenge_model","en") \
+            .setInputCols(["document_question","document_context"]) \
+            .setOutputCol("answer")
+
+pipeline = Pipeline().setStages([document_assembler, spanClassifier])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new MultiDocumentAssembler()
+    .setInputCol(Array("question", "context")) 
+    .setOutputCol(Array("document_question", "document_context"))
+
+val spanClassifier = DistilBertForQuestionAnswering  
+    .pretrained("ai_challenge_model", "en")
+    .setInputCols(Array("document_question","document_context")) 
+    .setOutputCol("answer") 
+
+val pipeline = new Pipeline().setStages(Array(document_assembler, spanClassifier))
+
+val pipelineModel = pipeline.fit(data)
+
+val pipelineDF = pipelineModel.transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|ai_challenge_model|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[document_question, document_context]|
+|Output Labels:|[answer]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/minhcrafters/ai-challenge-model
diff --git a/docs/_posts/ahmedlone127/2023-11-26-albertina_qa_model_en.md b/docs/_posts/ahmedlone127/2023-11-26-albertina_qa_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English albertina_qa_model DistilBertForQuestionAnswering from Ramison
+author: John Snow Labs
+name: albertina_qa_model
+date: 2023-11-26
+tags: [distilbert, en, open_source, question_answering, onnx]
+task: Question Answering
+language: en
+edition: Spark NLP 5.2.0
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertForQuestionAnswering
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForQuestionAnswering model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`albertina_qa_model` is a English model originally trained by Ramison.
+
+{:.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/albertina_qa_model_en_5.2.0_3.0_1701036118988.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/albertina_qa_model_en_5.2.0_3.0_1701036118988.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 = MultiDocumentAssembler() \
+    .setInputCol(["question", "context"]) \
+    .setOutputCol(["document_question", "document_context"])
+
+
+spanClassifier = DistilBertForQuestionAnswering.pretrained("albertina_qa_model","en") \
+            .setInputCols(["document_question","document_context"]) \
+            .setOutputCol("answer")
+
+pipeline = Pipeline().setStages([document_assembler, spanClassifier])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new MultiDocumentAssembler()
+    .setInputCol(Array("question", "context")) 
+    .setOutputCol(Array("document_question", "document_context"))
+
+val spanClassifier = DistilBertForQuestionAnswering  
+    .pretrained("albertina_qa_model", "en")
+    .setInputCols(Array("document_question","document_context")) 
+    .setOutputCol("answer") 
+
+val pipeline = new Pipeline().setStages(Array(document_assembler, spanClassifier))
+
+val pipelineModel = pipeline.fit(data)
+
+val pipelineDF = pipelineModel.transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|albertina_qa_model|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[document_question, document_context]|
+|Output Labels:|[answer]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/Ramison/albertina_qa_model
diff --git a/docs/_posts/ahmedlone127/2023-11-26-anirban_qa_model_en.md b/docs/_posts/ahmedlone127/2023-11-26-anirban_qa_model_en.md
@@ -0,0 +1,93 @@
+---
+layout: model
+title: English anirban_qa_model DistilBertForQuestionAnswering from anirbankgec
+author: John Snow Labs
+name: anirban_qa_model
+date: 2023-11-26
+tags: [distilbert, en, open_source, question_answering, onnx]
+task: Question Answering
+language: en
+edition: Spark NLP 5.2.0
+spark_version: 3.0
+supported: true
+engine: onnx
+annotator: DistilBertForQuestionAnswering
+article_header:
+  type: cover
+use_language_switcher: "Python-Scala-Java"
+---
+
+## Description
+
+Pretrained DistilBertForQuestionAnswering model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP.`anirban_qa_model` is a English model originally trained by anirbankgec.
+
+{:.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/anirban_qa_model_en_5.2.0_3.0_1701037857672.zip){:.button.button-orange.button-orange-trans.arr.button-icon}
+[Copy S3 URI](s3://auxdata.johnsnowlabs.com/public/models/anirban_qa_model_en_5.2.0_3.0_1701037857672.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 = MultiDocumentAssembler() \
+    .setInputCol(["question", "context"]) \
+    .setOutputCol(["document_question", "document_context"])
+
+
+spanClassifier = DistilBertForQuestionAnswering.pretrained("anirban_qa_model","en") \
+            .setInputCols(["document_question","document_context"]) \
+            .setOutputCol("answer")
+
+pipeline = Pipeline().setStages([document_assembler, spanClassifier])
+
+pipelineModel = pipeline.fit(data)
+
+pipelineDF = pipelineModel.transform(data)
+
+```
+```scala
+
+
+val document_assembler = new MultiDocumentAssembler()
+    .setInputCol(Array("question", "context")) 
+    .setOutputCol(Array("document_question", "document_context"))
+
+val spanClassifier = DistilBertForQuestionAnswering  
+    .pretrained("anirban_qa_model", "en")
+    .setInputCols(Array("document_question","document_context")) 
+    .setOutputCol("answer") 
+
+val pipeline = new Pipeline().setStages(Array(document_assembler, spanClassifier))
+
+val pipelineModel = pipeline.fit(data)
+
+val pipelineDF = pipelineModel.transform(data)
+
+
+```
+</div>
+
+{:.model-param}
+## Model Information
+
+{:.table-model}
+|---|---|
+|Model Name:|anirban_qa_model|
+|Compatibility:|Spark NLP 5.2.0+|
+|License:|Open Source|
+|Edition:|Official|
+|Input Labels:|[document_question, document_context]|
+|Output Labels:|[answer]|
+|Language:|en|
+|Size:|247.2 MB|
+
+## References
+
+https://huggingface.co/anirbankgec/anirban_qa_model