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Response
200 OK
IP
3.143.215.114
Profiled on
Token
b88de9

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

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x-php-ob-level 
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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 
"Wed, 16 Apr 2025 07:37:02 GMT"
link 
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Cookies

Request Cookies

Key Value
PHPSESSID 
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Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 16 Apr 25 07:36:39 +0000"
Last used 
"Wed, 16 Apr 25 07:37:00 +0000"
Lifetime 
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Session Attributes

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6 Usages
Stateless check enabled
Usage
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
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Show trace 
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    "function" => "run"
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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"
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    "function" => "getMetadataBag"
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    ]
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]
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
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    "function" => "__invoke"
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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=q765ftgad9gqd7b4dpcqq2f766"
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/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z_9eHWoKrZxLoz1OR4R3AAAAAIo"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
REDIRECT_SCRIPT_URL 
"/technology/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z_9eHWoKrZxLoz1OR4R3AAAAAIo"
REDIRECT_URL 
"/public/technology/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
REMOTE_ADDR 
"3.143.215.114"
REMOTE_PORT 
"56956"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1744789021
REQUEST_TIME_FLOAT 
1744789021.4919
REQUEST_URI 
"/technology/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
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/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
SCRIPT_URL 
"/technology/how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
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 
"Z_9eHWoKrZxLoz1OR4R3AAAAAIo"

Sub Requests 6

CookieController :: renderAnalysis (token = 23b558)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"58423a"

AppController :: renderHeader (token = df3c69)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"5fcd63"
slug 
"home"

ArticleController :: trendingArticle (token = f11c5d)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4ca490"
category 
"Technology"

ArticleController :: relatedArticles (token = 2b3fa7)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"1a488b"
current_article 
App\Entity\Article {#1094
  -id: 9519
  -title: "How to Detect and Eradicate Bias in Natural Language Processing (NLP)?"
  -slug: "how-to-detect-and-eradicate-bias-in-natural-language-processing-nlp"
  -introtext: """
    <div>\r\n
    <div class="reader-article-content" dir="ltr">\r\n
    <p><a href="technology/the-future-of-ai-in-natural-language-processing" target="_blank" rel="noopener">Natural Language Processing (NLP)</a> is one of the main components of <a href="technology/the-latest-trends-in-artificial-intelligence-ai-and-machine-learning-ml" target="_blank" rel="noopener">artificial intelligence (AI) and machine learning (ML)</a>.</p>\r\n
    """
  -content: """
    \r\n
    <p>Like those two, NLP-powered systems also reinforce certain biases primarily because of the data used for machine learning. The element of bias in NLP systems can be reduced if organizations and AI experts work in coordination with one another for the same.</p>\r\n
    <p>Natural Language Processing (NLP) systems are highly useful in our day-to-day lives as well as digitized and automated business operations. NLP, a powerful subfield of AI, computer science and linguistics, can be applied in fields as disparate as&nbsp;<a href="technology/how-natural-language-processing-can-benefit-supply-chains" target="_blank" rel="nofollow noopener">supply chain management</a>&nbsp;and&nbsp;<a href="technology/5-benefits-of-natural-language-processing-in-the-travel-and-tourism-industry" target="_blank" rel="nofollow noopener">tourism</a>.</p>\r\n
    <p>Despite its vast number of use cases, NLP, like AI, has tendencies to reinforce and exploit certain biases present in the underlying data used for NLP-based systems. Even powerful NLP tools such as&nbsp;<a href="science/is-gpt-3-overhyped" target="_blank" rel="nofollow noopener">the mighty GPT-3</a>&nbsp;show this problem. To understand this better, suppose an NLP tool is used as a resume filtering system in a recruitment campaign conducted by an organization. Biased NLP may exclude women and candidates of color, and only select a certain type of individual (white male, in this example) for employment. Recruitment-related biases, in either NLP or otherwise,&nbsp;<a href="technology/4-recruiter-biases-that-cost-organizations" target="_blank" rel="nofollow noopener">can be disastrous for organizations</a>.</p>\r\n
    <p>As we know, biases are mostly prevalent due to a lack of training datasets and, more importantly, in the case of NLP, because social biases are ever-present in the languages we speak and write. As a result, such biases can surreptitiously enter NLP systems too. To detect and reduce the element of bias in NLP systems, the following ideas can be used:</p>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="/images/Ways_to_Remove_Bias_in_NLP.png" alt="Ways_to_Remove_Bias_in_NLP.png" width="800" height="800" /></div>\r\n
    <h3>1. Implement Audits to Track Biases</h3>\r\n
    <p>AI experts need to carry out audits to discover biases—and their magnitude—in data generated from <a href="https://www.ibm.com/cloud/learn/natural-language-processing#:~:text=Natural%20language%20processing%20(NLP)%20refers,same%20way%20human%20beings%20can." target="_blank" rel="noopener">NLP systems</a>. For example, such audits can be highly useful for understanding the underlying biases that social media users show in their posts. Additionally, such audits can also allow concerned officials in public or private agencies to know about text related to racism or other marginalization-fueled speeches on a public platform.</p>\r\n
    <h3>2. Establish AI Model Training Standards</h3>\r\n
    <p>As stated earlier, biases in <a href="https://www.forbes.com/sites/bernardmarr/2019/06/03/5-amazing-examples-of-natural-language-processing-nlp-in-practice/?sh=3e9a16741b30" target="_blank" rel="noopener">NLP</a> are mainly caused by the kinds of data that are used in model training. As a result, organizations need to monitor the datasets that are being used for the purpose of NLP model training. If the bias-related elements are removed from AI or NLP models, then the overall bias in NLP systems will also reduce drastically.</p>\r\n
    <p>Apart from these, data analysts can also use data security assessments to find if NLP datasets are trained with authentic and valid natural language data and not other, possibly contaminated data. <a href="https://www.brookings.edu/research/detecting-and-mitigating-bias-in-natural-language-processing/" target="_blank" rel="noopener">Eliminating bias </a>in NLP systems and models is a seemingly impossible task. However, by adopting intelligent data governance and quality control during the early phases of AI and NLP implementation, it can be reduced up to a great extent.</p>\r\n
    </div>\r\n
    </div>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1640621053 {#1145
    date: 2021-12-27 16:04:13.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1640623673 {#1150
    date: 2021-12-27 16:47:53.0 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: 6638
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1640621053 {#1148
    date: 2021-12-27 16:04:13.0 UTC (+00:00)
  }
  -metakey: "How to Detect and Eradicate Bias in Natural Language Processing (NLP)?"
  -metadesc: "Natural Language Processing (NLP) is one of the main components of artificial intelligence (AI) and machine learning (ML)."
  -robots: null
  -publishedAt: DateTime @1640621053 {#1147
    date: 2021-12-27 16:04:13.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 9878e8)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"08c3b9"

CookieController :: renderCookie (token = 73654b)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3bbc46"