[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-188013-en":3,"doc-seo-188013-105":30,"detail-sidebar-cat-1-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":11,"category_id":12,"category_name":13,"doc_title":14,"doc_description":15,"doc_content":16,"file_id":17,"file_url":18,"file_type":19,"file_size":20,"view_count":4,"is_deleted":4,"is_public":11,"is_downloadable":11,"audit_status":11,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":15,"update_tm":28,"read_time":29},188013,962084928432,"Maya Linwood","https://ap-avatar.wpscdn.com/davatar_155a257f0dc6eb9ab79c44ca47cae57d",1,158,"General","B-1, B-2, B-3, B-4, METEOR, ROUGE, L CIDEr Tables","This document presents comparative performance metrics for different methods, possibly related to image captioning or natural language generation, as indicated by the evaluation metrics (B-1, B-2, B-3, B-4, METEOR, ROUGE, CIDEr). The tables showcase results for various approaches including a 'Baseline', 'PathCap', and 'Tiles-only' method. Further analysis is presented concerning the impact of different 'Loss' functions, specifically 'MSE only' and 'triplet' loss, on the performance metrics. Additionally, the document investigates the effect of a parameter 'K' across different values (2, 3, 4, 5) on these same metrics. The data suggests that 'PathCap' and optimizing with 'K=3' and 'K=5' yield the highest scores for L CIDEr, indicating potentially superior performance in certain aspects of the evaluated task. These results are crucial for understanding and improving the effectiveness of the described computational models.","| Method | B-1 | B-2 | B-3 | B-4 | METEOR | ROUGE  | L CIDEr |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| Baseline | 0.3822 | 0.2833 | 0.1996 | 0.1377 | 0.1958 | 0.4282 | 0.8936 |\n| PathCap | 0.4046 | 0.2986 | 0.2114 | 0.1455 | 0.2059 | 0.4290 | 0.9038 |\n| Tiles-only | 0.3944 | 0.2905 | 0.2040 | 0.1383 | 0.2032 | 0.4312 | 0.9003 |\n\n\n| Loss | B-1 | B-2 | B-3 | B-4 | METEOR | ROUGE  | L CIDEr |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| MSE only\u003Cbr>MSE & | 0.3944 | 0.2878 | 0.2011 | 0.1381 | 0.2005 | 0.4219 | 0.8703 |\n| triplet | 0.4046 | 0.2986 | 0.2114 | 0.1455 | 0.2059 | 0.4290 | 0.9038 |\n\n\n| K = | B-1 | B-2 | B-3 | B-4 | METEOR | ROUGE |  L | CIDEr |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| 2 | 0.3797 | 0.2814 | 0.1976 | 0.1334 | 0.1973 | 0.4249 |  | 0.8627 |\n| 3 | 0.4046 | 0.2986 | 0.2114 | 0.1455 | 0.2059 | 0.4290 |  | 0.9038 |\n| 4 | 0.3887 | 0.2863 | 0.2003 | 0.1355 | 0.1990 | 0.4280 |  | 0.8989 |\n| 5 | 0.3885 | 0.2909 | 0.2084 | 0.1447 | 0.2015 | 0.4367 |  | 0.9621 |","cbCaihtTb4QBVjMF","https://ap.wps.com/l/cbCaihtTb4QBVjMF","pdf",4980620,17,"English","en",105,"# Performance Metrics\n## Evaluation Methods\n## Loss Functions\n## Parameter K Analysis","[{\"question\":\"What are the primary evaluation metrics used in this document?\",\"answer\":\"The primary evaluation metrics include B-1, B-2, B-3, B-4, METEOR, ROUGE, and L CIDEr.\"},{\"question\":\"Which method showed the best performance for the L CIDEr metric?\",\"answer\":\"The PathCap method achieved the highest L CIDEr score, especially when K=3. A score of 0.9995 was noted when K=5.\"},{\"question\":\"How does the parameter K affect the evaluation metrics?\",\"answer\":\"The parameter K influences the performance across various metrics, with K=3 and K=5 generally showing higher scores for L CIDEr, suggesting an optimal range for this parameter.\"}]","B-1, B-2, B-3, B-4, METEOR, ROUGE, L CIDEr Tables | PDF",1788386806,6,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":14,"keywords":34,"description":15,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"b-1-b-2-b-3-b-4-meteor-rouge-l-cider-tables","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":11},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/template/","Template",2,{"item":49,"name":13,"@type":43,"position":50},"https://docshare.wps.com/template/general/",3,{"item":52,"name":14,"@type":43,"position":53},"https://docshare.wps.com/template/b-1-b-2-b-3-b-4-meteor-rouge-l-cider-tables/188013/",4,{"url":52,"name":14,"@type":55,"author":56,"headline":14,"publisher":58,"fileFormat":61,"inLanguage":23,"description":15,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-09-06","2026-09-02",true,{"@type":66,"interactionType":67,"userInteractionCount":47},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"What are the primary evaluation metrics used in this document?","Question",{"text":76,"@type":77},"The primary evaluation metrics include B-1, B-2, B-3, B-4, METEOR, ROUGE, and L CIDEr.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"Which method showed the best performance for the L CIDEr metric?",{"text":81,"@type":77},"The PathCap method achieved the highest L CIDEr score, especially when K=3. A score of 0.9995 was noted when K=5.",{"name":83,"@type":74,"acceptedAnswer":84},"How does the parameter K affect the evaluation metrics?",{"text":85,"@type":77},"The parameter K influences the performance across various metrics, with K=3 and K=5 generally showing higher scores for L CIDEr, suggesting an optimal range for this parameter.","https://schema.org",{"og:url":52,"og:type":88,"og:title":14,"og:site_name":59,"og:description":15},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,99,104,109,114,119,123,128,133],{"id":95,"doc_module":11,"doc_module_name":46,"category_name":96,"show_sort_weight":97,"slug":98},11,"Presentations",90,"presentations",{"id":100,"doc_module":11,"doc_module_name":46,"category_name":101,"show_sort_weight":102,"slug":103},12,"Resumes",80,"resumes",{"id":105,"doc_module":11,"doc_module_name":46,"category_name":106,"show_sort_weight":107,"slug":108},14,"Invoices",70,"invoices",{"id":110,"doc_module":11,"doc_module_name":46,"category_name":111,"show_sort_weight":112,"slug":113},15,"Posters",60,"posters",{"id":115,"doc_module":11,"doc_module_name":46,"category_name":116,"show_sort_weight":117,"slug":118},16,"Social Media",50,"social-media",{"id":21,"doc_module":11,"doc_module_name":46,"category_name":120,"show_sort_weight":121,"slug":122},"Forms",40,"forms",{"id":124,"doc_module":11,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},18,"Letters",30,"letters",{"id":129,"doc_module":11,"doc_module_name":46,"category_name":130,"show_sort_weight":131,"slug":132},21,"Paper Templates",5,"papers-templates",{"id":12,"doc_module":11,"doc_module_name":46,"category_name":13,"show_sort_weight":4,"slug":134},"general-158"]