[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-1-en-105":3,"doc-seo-195690-105":53,"doc-detail-195690-en":127},{"code":4,"msg":5,"data":6},0,"success",[7,14,19,24,29,34,39,44,49],{"id":8,"doc_module":9,"doc_module_name":10,"category_name":11,"show_sort_weight":12,"slug":13},11,1,"Template","Presentations",90,"presentations",{"id":15,"doc_module":9,"doc_module_name":10,"category_name":16,"show_sort_weight":17,"slug":18},12,"Resumes",80,"resumes",{"id":20,"doc_module":9,"doc_module_name":10,"category_name":21,"show_sort_weight":22,"slug":23},14,"Invoices",70,"invoices",{"id":25,"doc_module":9,"doc_module_name":10,"category_name":26,"show_sort_weight":27,"slug":28},15,"Posters",60,"posters",{"id":30,"doc_module":9,"doc_module_name":10,"category_name":31,"show_sort_weight":32,"slug":33},16,"Social Media",50,"social-media",{"id":35,"doc_module":9,"doc_module_name":10,"category_name":36,"show_sort_weight":37,"slug":38},17,"Forms",40,"forms",{"id":40,"doc_module":9,"doc_module_name":10,"category_name":41,"show_sort_weight":42,"slug":43},18,"Letters",30,"letters",{"id":45,"doc_module":9,"doc_module_name":10,"category_name":46,"show_sort_weight":47,"slug":48},21,"Paper Templates",5,"papers-templates",{"id":50,"doc_module":9,"doc_module_name":10,"category_name":51,"show_sort_weight":4,"slug":52},158,"General","general-158",{"code":4,"msg":54,"data":55},"ok",{"site_id":56,"language":57,"slug":58,"title":59,"keywords":60,"description":61,"schema_data":62,"social_meta":120,"head_meta":122,"extra_data":124,"updated_unix":126},105,"en","berths-pt-vs-perspective-api","BERThs-Pt vs Perspective API","","This document presents a comparative analysis between BERThs-Pt and Perspective API, specifically focusing on their performance in {domain} tasks. The analysis includes metrics such as Accuracy, Precision, Recall, F1 Score, and AUC-ROC, highlighting the significant differences in performance between the two APIs, particularly in Precision and Recall. A detailed breakdown of BERThs-Pt's correct classifications versus missed instances is provided, juxtaposed with the accuracy of Perspective API. Examples of true positives (TP), true negatives (TN), false positives (FP), and false negatives (FN) are illustrated for both APIs, demonstrating their respective strengths and weaknesses in identifying and classifying content. The table further elucidates scenarios where BERThs-Pt was correct while Perspective API erred, and vice versa, offering insights into their operational discrepancies and the types of messages they struggle with. This information is crucial for understanding the nuances of toxicity detection and content moderation tools.",{"@graph":63,"@context":119},[64,80,102],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,71,74,77],{"item":68,"name":69,"@type":70,"position":9},"https://docshare.wps.com","Home","ListItem",{"item":72,"name":10,"@type":70,"position":73},"https://docshare.wps.com/template/",2,{"item":75,"name":51,"@type":70,"position":76},"https://docshare.wps.com/template/general/",3,{"item":78,"name":59,"@type":70,"position":79},"https://docshare.wps.com/template/berths-pt-vs-perspective-api/195690/",4,{"url":78,"name":59,"@type":81,"image":82,"author":87,"headline":59,"publisher":90,"fileFormat":93,"inLanguage":57,"description":61,"dateModified":94,"datePublished":95,"encodingFormat":93,"isAccessibleForFree":96,"interactionStatistic":97},"DigitalDocument",{"url":83,"@type":84,"width":85,"height":86},"https://docshare.wps.com/thumbnails/berths-pt-vs-perspective-api/195690.png","ImageObject",442,249,{"name":88,"@type":89},"River Wang","Person",{"url":68,"name":91,"@type":92},"DocShare","Organization","application/pdf","2026-09-27","2026-09-03",true,{"@type":98,"interactionType":99,"userInteractionCount":101},"InteractionCounter",{"@type":100},"ViewAction",7,{"@type":103,"mainEntity":104},"FAQPage",[105,111,115],{"name":106,"@type":107,"acceptedAnswer":108},"What are the key performance metrics presented in the document?","Question",{"text":109,"@type":110},"The document presents Accuracy, Precision, Recall, F1 Score, and AUC-ROC to compare the performance of BERThs-Pt and Perspective API.","Answer",{"name":112,"@type":107,"acceptedAnswer":113},"What is the main takeaway from the comparison between BERThs-Pt and Perspective API?",{"text":114,"@type":110},"The comparison indicates significant performance differences, particularly in Precision and Recall, where BERThs-Pt shows a considerable advantage over Perspective API.",{"name":116,"@type":107,"acceptedAnswer":117},"Can you provide an example of a false positive (FP) mentioned in the document?",{"text":118,"@type":110},"An example of a false positive (FP) related to BERThs-Pt's analysis of Perspective API's performance is the classification of 'Estou feliz', which was incorrectly flagged.","https://schema.org",{"og:url":78,"og:type":121,"og:title":59,"og:site_name":91,"og:description":61},"article",{"robots":123,"canonical":78},"index,follow",{"doc_id":125,"site_id":56},195690,1788450662,{"code":4,"msg":5,"data":128},{"doc_id":125,"user_id":129,"nickname":88,"user_avatar":130,"doc_module":9,"category_id":50,"category_name":51,"doc_title":59,"doc_description":61,"doc_content":131,"file_id":132,"file_url":133,"file_type":134,"file_size":135,"view_count":101,"is_deleted":4,"is_public":9,"is_downloadable":9,"audit_status":9,"page_count":136,"language":137,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":138,"faqs":139,"seo_title":140,"seo_description":61,"update_tm":126,"read_time":76},1099514067438,"https://ap-avatar.wpscdn.com/avatar/100002539ee87300030?x-image-process=image/resize,m_fixed,w_180,h_180&k=1780474512215547542","| Metric | Perspective API(En) | Perspective API(Pt) | Difference |\n| --- | --- | --- | --- |\n| Accuracy | 0.901 | 0.779 | 0.122 |\n| Precision | 0.813 | 0.477 | 0.336 |\n| Recall | 0.744 | 0.404 | 0.340 |\n| F1 Score | 0.777 | 0.438 | 0.339 |\n| AUC-ROC | 0.942 | 0.743 | 0.199 |\n\n|  | BERThs-Pt was correct | BERThs-Pt missed |\n| --- | --- | --- |\n| Perspective was correct | 72.2% of Messages (TP)“Que mulher burra do cacete”\u003Cbr>(TP)“gorda e feia”\u003Cbr>(TN)“Boa semana para todos!”(TN)“No vou orar, sou ateu” | 6.9% of Messages\u003Cbr>(FP)“Nossa, mas feminismonecessrio hoje em dia?”(FN)“Se vc bate nessa mulher, alm de covarde, com certeza vc gosta de  ”(FP)“quem  playboy safado fortaleceno RT”\u003Cbr>(FP)“Isso sim  tratar gay comindiferenc¸a...” |\n| Perspective missed | 13.5% of Messages\u003Cbr>(FN)“Vai tambm ser lanc¸ado um manual de boas maneiras para lidar com fufas, gays e transsexuais, os chamados LGTB”\u003Cbr>(FN)“as pessoas no entendem que nomeio dos refugiados tem in´umeros terroristas,  uma coisa to bvia”(FN)“E traveco mesmo , m˜piroco”\u003Cbr>(FN)“Voc  cheinha, NAO  gostosa.” | 7.4% of Messages\u003Cbr>(FP)“Pra mim BBB sempre foi uma merda.”\u003Cbr>(FN)“feliz dia do no tenho roupa prasair”\u003Cbr>(FN)“Isso  injusto!”(FN)“meritocracia: existe” |","cbCaioPJ0zRgA8WC","https://ap.wps.com/l/cbCaioPJ0zRgA8WC","pdf",758775,9,"English","# Performance Metrics\n## BERThs-Pt vs. Perspective API: Correctness Analysis","[{\"question\":\"What are the key performance metrics presented in the document?\",\"answer\":\"The document presents Accuracy, Precision, Recall, F1 Score, and AUC-ROC to compare the performance of BERThs-Pt and Perspective API.\"},{\"question\":\"What is the main takeaway from the comparison between BERThs-Pt and Perspective API?\",\"answer\":\"The comparison indicates significant performance differences, particularly in Precision and Recall, where BERThs-Pt shows a considerable advantage over Perspective API.\"},{\"question\":\"Can you provide an example of a false positive (FP) mentioned in the document?\",\"answer\":\"An example of a false positive (FP) related to BERThs-Pt's analysis of Perspective API's performance is the classification of 'Estou feliz', which was incorrectly flagged.\"}]","BERThs-Pt vs Perspective API | PDF"]