GET https://rct.dev.bbntimes.com/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers

Response
200 OK
IP
18.116.27.43
Profiled on
Token
c9eaa5

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3613
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      -rel: [
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      -attributes: [
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    3732 => Symfony\Component\WebLink\Link {#3732
      -href: "/build/644.js"
      -rel: [
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      -attributes: [
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    3731 => Symfony\Component\WebLink\Link {#3731
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      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3730 => Symfony\Component\WebLink\Link {#3730
      -href: "/build/app.js"
      -rel: [
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      -attributes: [
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      ]
    }
    3728 => Symfony\Component\WebLink\Link {#3728
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3727 => Symfony\Component\WebLink\Link {#3727
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3726 => Symfony\Component\WebLink\Link {#3726
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3725 => Symfony\Component\WebLink\Link {#3725
      -href: "/build/app.css"
      -rel: [
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      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3724 => Symfony\Component\WebLink\Link {#3724
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3723 => Symfony\Component\WebLink\Link {#3723
      -href: "/build/term-condition-css.css"
      -rel: [
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      -attributes: [
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      ]
    }
    3722 => Symfony\Component\WebLink\Link {#3722
      -href: "/build/contact-css.css"
      -rel: [
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      -attributes: [
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      ]
    }
    3721 => Symfony\Component\WebLink\Link {#3721
      -href: "/build/comment-css.css"
      -rel: [
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      ]
      -attributes: [
        "as" => "style"
      ]
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}
_route 
"article_show"
_route_params 
[
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  "slug" => "multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"dfe1e6"
category 
"technology"
slug 
"multilingual-natural-language-processing-nlp-can-break-down-language-barriers"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=gkc6db63ksdq0ikn70rmid1881"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 13:18:29 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"c9eaa5"

Cookies

Request Cookies

Key Value
PHPSESSID 
"gkc6db63ksdq0ikn70rmid1881"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:17:07 +0000"
Last used 
"Sat, 22 Feb 25 13:18:26 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"3nIUQJa8K73Zh8TpiRQ4ge3d2jsUAD7zWFVp19hKpqM"
_csrf/https-cookie_accept 
"Gez9I2YJGuWQbsgYEc9LxfYumq7ZCnombtAoPmyVtl0"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
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    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
    "line" => 103
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Extension/CoreExtension.php"
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    "function" => "twig_get_attribute"
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    "function" => "displayWithErrorHandling"
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    "function" => "render"
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "renderHeader"
    "class" => "App\Controller\AppController"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "handleRaw"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
    "line" => 86
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "function" => "render"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 379
    "function" => "display"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
    "class" => "Twig\TemplateWrapper"
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    "function" => "render"
    "class" => "Twig\Environment"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
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    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php"
    "line" => 139
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 214
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "handleRaw"
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    "type" => "->"
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    "function" => "handle"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
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    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=gkc6db63ksdq0ikn70rmid1881"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nOpJDyWLT8YV1VjBpRWAAAAIQ"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
REDIRECT_SCRIPT_URL 
"/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nOpJDyWLT8YV1VjBpRWAAAAIQ"
REDIRECT_URL 
"/public/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
REMOTE_ADDR 
"18.116.27.43"
REMOTE_PORT 
"15769"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740230308
REQUEST_TIME_FLOAT 
1740230308.8687
REQUEST_URI 
"/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
SCRIPT_URL 
"/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nOpJDyWLT8YV1VjBpRWAAAAIQ"

Sub Requests 6

CookieController :: renderAnalysis (token = 8d0db9)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"d66842"

AppController :: renderHeader (token = e696e5)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"89124c"
slug 
"home"

ArticleController :: trendingArticle (token = bb0fd6)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"70b10a"
category 
"Technology"

ArticleController :: relatedArticles (token = ab8fe2)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"aefed8"
current_article 
App\Entity\Article {#1094
  -id: 12518
  -title: "Multilingual Natural Language Processing (NLP) Can Break Down Language Barriers"
  -slug: "multilingual-natural-language-processing-nlp-can-break-down-language-barriers"
  -introtext: "<p>Natural language processing breaks down language barriers, allowing for enhanced human-machine interactions.</p>\r\n"
  -content: """
    \r\n
    <p>It also facilitates communication between humans.&nbsp;<a href="https://www.ibm.com/topics/natural-language-processing" target="_blank" rel="noopener">Natural Language Processing (NLP)</a>&nbsp;has generated quite a buzz for the large-scale impact it is creating across industries. It has spawned numerous transformative applications that allow computers to understand naturally-spoken or written human language. From personal AI assistants like Siri and Alexa to accessibility tools like speech-to-text and text-to-speech converters, NLP applications have paved the way for improved human-machine interactions. It enables users to ask questions regarding products, services or any other question that they wish to ask in their everyday language — as long as they do so in English. However, there are&nbsp;7139 languages&nbsp;in the world, out of which the UN recognizes&nbsp;6 languages as official.</p>\r\n
    <p>The main hurdle here is that the research in NLP is highly biased towards the <a href="https://www.britannica.com/topic/English-language" target="_blank" rel="noopener">English language</a> as it is the most widely preferred and used language for academic and business purposes worldwide.&nbsp; There is a dire need for multilingual NLP to break down the barrier between high-resource and low-resource languages. NLP also needs to understand contextual words and ambiguity in the languages. To overcome these challenges, researchers are showing increasing interest in Multilingual NLP. Put simply; multilingual NLP is a type of NLP that uses machine learning to understand commands in different languages.</p>\r\n
    <h2>How Multilingual NLP Can Break Down Language Barriers</h2>\r\n
    <p>There have been recent advancements in building models which will help to cater to a diverse spectrum of languages, helping researchers overcome the biggest causes of language barriers.</p>\r\n
    <p><img src="/images/How_Multilingual_NLP_Can_Break_Down_Language_Barriers.png" alt="How_Multilingual_NLP_Can_Break_Down_Language_Barriers.png" width="1001" height="1005" /></p>\r\n
    <h3>1. Understanding Search Queries in Multiple Languages</h3>\r\n
    <p>Google rolled out its BERT algorithm highlighting its importance for understanding contextual language in queries and content. Its usage is for conversational search. Processing 11 different natural language tasks, BERT also helps in text classification, and next sentence prediction and can scan entire articles automatically and classify organizations, places, and important people mentioned in the article (also known as Named Entity Recognition).&nbsp;</p>\r\n
    <p>BERT is an open-source framework of machine learning for NLP. It is designed to help computers comprehend and identify the context of ambiguous or masked words and languages in a sentence. It is pre-trained with Next Sentence Prediction and Masked Language Modeling (MLM). A multilingual BERT is an extension of this model and is trained in 104 languages. It is used for answering questions, generating automated responses, and for abstract summarization.</p>\r\n
    <h3>2. Interpreting Low Resource Languages</h3>\r\n
    <p>AfriBERTa is a transformer-based model for multilingual applications trained to analyze and understand 11 African (low-resource) languages. It is being used in text categorization and answering questions in low-resource African languages.</p>\r\n
    <h3>3. Translating Between Multiple Pairs of Languages</h3>\r\n
    <p>Introduced by Facebook, AI M2M-100 (Many to Many) is the first multilingual machine translation model that doesn’t rely on English Data and translates between any pair of 100 languages. It is trained on&nbsp;2200 language directions&nbsp;and multilingual English-centric models. Prior to M2M, translating data from Spanish to German would require the models to be trained on Spanish to English and English to German as the data was heavily trained on English. The new AI introduced by Facebook directly trains Spanish to German data to provide an enhanced meaning.</p>\r\n
    <p>As a key branch of <a href="technology/artificial-intelligence-in-the-4th-industrial-revolution#:~:text=AI%20offers%20advantages%20of%20new,on%20par%20with%20human%20capabilities." target="_blank" rel="noopener">AI,</a> NLP enables computers to read and respond by replicating the human ability to process natural language. Right from grammar checking to speech-to-text recognition and searching for information on search engines, NLP has proven to be useful in many daily applications. In an increasingly globalized world, the applications of multilingual NLP will lead to greater and greater impact with every passing day.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1707411240 {#1145
    date: 2024-02-08 16:54:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1707411388 {#1150
    date: 2024-02-08 16:56:28.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 5803
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1707411240 {#1148
    date: 2024-02-08 16:54:00.0 UTC (+00:00)
  }
  -metakey: "Multilingual Natural Language Processing (NLP) Can Break Down Language Barriers"
  -metadesc: "In addition to being tools to enable enhanced human-machine interactions, natural language processing is now increasingly becoming a tool for breaking down language barriers between humans."
  -robots: null
  -publishedAt: DateTime @1707411240 {#1147
    date: 2024-02-08 16:54:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 367cf8)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"08b7c7"

CookieController :: renderCookie (token = 7d1108)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3d0a49"