GET https://rct.dev.bbntimes.com/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race

Response
200 OK
IP
3.142.119.222
Profiled on
Token
4cbdf9

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"science"
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"wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"care_did=e804f95e-eac0-46d1-81dd-7f11eff32386; PHPSESSID=4pngcudngpufhvutfe3ncjiqpk"
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 13:48:15 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 
"4cbdf9"

Cookies

Request Cookies

Key Value
PHPSESSID 
"4pngcudngpufhvutfe3ncjiqpk"
care_did 
"e804f95e-eac0-46d1-81dd-7f11eff32386"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:47:57 +0000"
Last used 
"Sat, 22 Feb 25 13:48:12 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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"nFpahtwROxV7JsdLy_mh5Gk1mF44v8K6RZ0XPARRX6o"
_csrf/https-cookie_accept 
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Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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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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    "function" => "run"
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]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
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    "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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]
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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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 
"care_did=e804f95e-eac0-46d1-81dd-7f11eff32386; PHPSESSID=4pngcudngpufhvutfe3ncjiqpk"
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/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nVnriBoyj8JZ8-HGyIqAAAAA4"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
REDIRECT_SCRIPT_URL 
"/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nVnriBoyj8JZ8-HGyIqAAAAA4"
REDIRECT_URL 
"/public/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
REMOTE_ADDR 
"3.142.119.222"
REMOTE_PORT 
"58875"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740232095
REQUEST_TIME_FLOAT 
1740232095.3787
REQUEST_URI 
"/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
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/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
SCRIPT_URL 
"/science/wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
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 
"Z7nVnriBoyj8JZ8-HGyIqAAAAA4"

Sub Requests 6

CookieController :: renderAnalysis (token = a67aa3)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"ab4024"

AppController :: renderHeader (token = 586380)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"0fffdc"
slug 
"home"

ArticleController :: trendingArticle (token = 9cac6d)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"41730f"
category 
"Science"

ArticleController :: relatedArticles (token = f94695)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"dc032a"
current_article 
App\Entity\Article {#1094
  -id: 9241
  -title: "Wu Dao 2.0: Why China is Leading the Artificial Intelligence Race? "
  -slug: "wu-dao-2-0-why-china-is-leading-the-artificial-intelligence-race"
  -introtext: """
    <div id=":1x8" class="Ar Au Ao">\r\n
    <div id=":1xc" class="Am Al editable LW-avf tS-tW tS-tY" tabindex="1" role="textbox" contenteditable="true" spellcheck="false" aria-label="Message Body" aria-multiline="true">\r\n
    <p>Wu Dao 2.0 has surpassed OpenAI’s GPT-3 in so many ways.</p>\r\n
    """
  -content: """
    \r\n
    <p><a href="global-economy/china-s-population-the-coming-decline" target="_blank" rel="noopener">China</a>&nbsp;could grow to monopolise the language modelling world.&nbsp;<a href="technology/what-is-the-state-of-the-art-future-of-artificial-intelligence" target="_blank" rel="noopener">Artificial intelligence</a> models have become a strong informal indicator of national and continental progress.</p>\r\n
    <h2>Introducing&nbsp;Wu Dao 2.0</h2>\r\n
    <p><img src="/images/articles/global-economy/10_Questions_for_Artificial_Intelligence_Entrepreneurs.jpg" alt="10 Questions for Artificial Intelligence Entrepreneurs" width="600" height="360" /></p>\r\n
    <p><br />Wu Dao 2.0 means enlightenment. It is dubbed as China’s first homegrown super-scale intelligent model system, and was led by BAAI Research Academic Vice President and Tsinghua University&nbsp;Professor Tang Jie.&nbsp;</p>\r\n
    <p>The GPT-3 was deemed so strong and powerful that Microsoft licensed&nbsp;exclusive use&nbsp;of the language model and its underlying code.</p>\r\n
    <p>Just a year later, however, another language model took over both GPT-3 and Turing-NLG in terms of its innovation and ingenuity.</p>\r\n
    <p>Wu Dao 2.0 is a monster of 1.75 trillion parameters.&nbsp;It is now the largest neural network ever created and probably the most powerful. Its potential and limits are yet to be fully disclosed, but the expectations are high and rightly so.</p>\r\n
    <p>Unveiled by the&nbsp;Beijing Academy of Artificial Intelligence&nbsp;(BAAI), China’s latest artificial intelligence model can process natural language text, write essays and poems, and recognise images.&nbsp;</p>\r\n
    <p>Wu Dao 2.0 is multimodal. It can learn from text and images and tackle tasks that include both types of data. This is&nbsp;something <a href="science/is-gpt-3-overhyped" target="_blank" rel="noopener">GPT-3</a> can’t do.</p>\r\n
    <h2>What's Wrong With Today's Artificial Intelligence?</h2>\r\n
    <p><img src="/images/articles/global-economy/Artificial_Intelligence-_On_Premises_vs_Cloud.jpeg" alt="Artificial Intelligence On Premises vs Cloud" width="600" height="313" /></p>\r\n
    <p><br />Today’s <a href="technology/where-is-artificial-intelligence-ai-going-in-2021" target="_blank" rel="noopener">artificial intelligence (AI)</a> systems inductively “learn” from selected training data, as from experience, observations and trial and error, as if to acquire knowledge on their own, and this is known as machine learning.&nbsp;</p>\r\n
    <p>Standard machine and deep learning algorithms extract data patterns as&nbsp;statistical&nbsp;<em>correlations</em>&nbsp;from raw data, structured or unstructured. This is true for simple algorithms, like logistic regression, or sophisticated algorithms, like neural networks, which can learn deeper patterns from input data.&nbsp;</p>\r\n
    <p>But there is a big BUT, which is a fatal flaw in the whole enterprise. Today's AI is largely machine learning techniques, deep learning algorithms and deep neural networks can’t identify causality, its elements and structures, processes and mechanisms, rules and relationships, data and models, all what makes our world.</p>\r\n
    <p>This leads to all sorts of decision and prediction errors, data and algorithmic biases, the lack of quality data, and implementation failings, or the absence of real machine intelligence and learning.</p>\r\n
    <p>Integrating the symbolic AI with the statistical AI of Machine Learning, Causal Machine Intelligence and Learning makes the next generation of powerful intelligent machines, running the master [causal] learning algorithms. It allows intelligent machines to think about the world, factual and counterfactual, computing its alternatives and scenarios, and effectively interacting with any complex environments, physical or virtual.</p>\r\n
    <h2>Wu Dao 2.0 Benchmark Achievements</h2>\r\n
    <p><img src="/images/articles/global-economy/Artificial_Intelligence_Algorithms_and_Automation_Can_and_Will_Replace_You_in_the_Near_Future_-_Heres_the_How_and_Why_in_Short_Form.jpeg" alt="Artificial Intelligence Algorithms and Automation Can and Will Replace You in the Near Future Heres the How and Why in Short Form" width="600" height="337" /></p>\r\n
    <p><br />Wu Dao 2.0 reached/surpassed state-of-the-art (SOTA) levels on 9 benchmark tasks widely recognized by the AI community, as&nbsp;<a href="https://mp.weixin.qq.com/s/NJYINRt_uoKAIgxjNyu4Bw" target="_blank" rel="nofollow noopener">reported</a>&nbsp;by BAAI (benchmark: achievement):</p>\r\n
    <ul>\r\n
    <li>ImageNet (zero-shot): SOTA, surpassing&nbsp;<a href="https://openai.com/blog/clip/" target="_blank" rel="nofollow noopener">OpenAI CLIP</a>.</li>\r\n
    <li>LAMA (factual and commonsense knowledge): Surpassed&nbsp;<a href="https://arxiv.org/abs/2010.15980" target="_blank" rel="nofollow noopener">AutoPrompt</a>.</li>\r\n
    <li>LAMBADA (cloze tasks): Surpassed&nbsp;<a href="https://www.microsoft.com/en-us/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft/" target="_blank" rel="nofollow noopener">Microsoft Turing NLG</a>.</li>\r\n
    <li>SuperGLUE (few-shot): SOTA, surpassing&nbsp;<a href="https://arxiv.org/abs/2005.14165" target="_blank" rel="nofollow noopener">OpenAI GPT-3</a>.</li>\r\n
    <li>UC Merced Land Use (zero-shot): SOTA, surpassing OpenAI CLIP.</li>\r\n
    <li>MS COCO (text generation diagram): Surpassed&nbsp;<a href="https://openai.com/blog/dall-e/" target="_blank" rel="nofollow noopener">OpenAI DALL·E</a>.</li>\r\n
    <li>MS COCO (English graphic retrieval): Surpassed OpenAI CLIP and&nbsp;<a href="https://ai.googleblog.com/2021/05/align-scaling-up-visual-and-vision.html" target="_blank" rel="nofollow noopener">Google ALIGN</a>.</li>\r\n
    <li>MS COCO (multilingual graphic retrieval): Surpassed&nbsp;<a href="https://arxiv.org/pdf/2104.00332.pdf" target="_blank" rel="nofollow noopener">UC²</a>&nbsp;(best multilingual and multimodal pre-trained model).</li>\r\n
    <li>Multi 30K (multilingual graphic retrieval): Surpassed UC².</li>\r\n
    </ul>\r\n
    <h2>Wu Dao 2.0: A Monster of 1.75 Trillion Parameters</h2>\r\n
    <p><img src="/images/articles/global-economy/5_Applications_of_Data_Mining.jpeg" alt="5 Applications of Data Mining" width="600" height="300" /></p>\r\n
    <p><br />Some of the&nbsp;Beijing Academy of Artificial Intelligence (BAAI) most important members expressed their thoughts on Wu Dao 2.0’s role on the road towards AGI (artificial general intelligence):</p>\r\n
    <p>“The way to artificial general intelligence is big models and big computers. […] What we are building is a power plant for the future of AI. With mega data, mega computing power, and mega models, we can transform data to fuel the AI applications of the future.”</p>\r\n
    <p>Dr. Zhang Hongjiang, chairman of BAAI</p>\r\n
    <p>“These sophisticated models, trained on gigantic data sets, only require a small amount of new data when used for a specific feature because they can transfer knowledge already learned into new tasks, just like human beings. […] Large-scale pre-trained models are one of today’s best shortcuts to artificial general intelligence.”</p>\r\n
    <p>Blake Yan, AI researcher</p>\r\n
    <p>Wu Dao 2.0 aims to enable machines to think like humans and achieve cognitive abilities beyond the Turing test.”</p>\r\n
    <p>Tang Jie, lead researcher behind Wu Dao 2.0</p>\r\n
    <p>They bet on GPT-like multimodal and multitasking models to reach artificial general intelligence (AGI).</p>\r\n
    <h2>China Developed The First AI Powered Virtual Student</h2>\r\n
    <p><img src="/images/Wu_Dao_2.0_Student.png" alt="Wu_Dao_2.0_Student.png" width="601" height="226" /></p>\r\n
    <div id="Content">\r\n
    <p><br />Hua Zhibing, China's first virtual student enabled by the country's largest pre-trained model, made its debut two months ago.&nbsp;</p>\r\n
    <p>With the move, Hua officially became a student in the Department of Computer Science and Technology at Tsinghua University in Beijing.</p>\r\n
    <p>Hua, a "woman", is able to compose poetry and music and has some ability in reasoning and emotional interaction.<br /><br /></p>\r\n
    <p><img src="/images/The_First_AI_Powered_Virtual_Student.jpeg" alt="The_First_AI_Powered_Virtual_Student.jpeg" width="605" height="388" /></p>\r\n
    <p><br />The AI powered student can continuously learn and is now capable of composing poems and drawing pictures, and will be able to code in the future.</p>\r\n
    <p>The virtual student was co-developed by the Beijing Academy of Artificial Intelligence, Zhipu AI and a company, Xiaoice. It is powered by the second generation of Wu Dao 2.0</p>\r\n
    <p>Hua will be able to play a role in more scenarios, such as news coverage and popularization of knowledge.</p>\r\n
    </div>\r\n
    <h2>China is Now Ahead in the Artificial Intelligence Race</h2>\r\n
    <p><img src="/images/China_is_Now_Ahead_in_the_Artificial_Intelligence_Race.jpg" alt="China_is_Now_Ahead_in_the_Artificial_Intelligence_Race.jpg" width="601" height="334" /></p>\r\n
    <p><br />What makes the world nervous is that once China pulls ahead, other nations may never catch up. Language models are often a symbol of how advanced a certain country is in its artificial intelligence capabilities. Once a clearly superior model emerges, such as Wu Dao 2.0, Chinese companies will adopt it in order to compete in the global market.&nbsp;Just as Google runs the playing field for search engines, Wu Dao 2.0 could grow to monopolise the language modelling world.</p>\r\n
    <p>Seven European AI industry associations, including ones from Germany, Austria, Sweden, Croatia, Slovenia, the Netherlands, France and Bulgaria, approached the EU Commission to draw attention to the situation and propose measures to develop large-scale AI models in Europe.</p>\r\n
    <p>The latest developments around Wu Dao 2.0 raise fears that Europe is facing the situation of losing its digital sovereignty in the field of artificial intelligence.</p>\r\n
    <p>From a tech perspective, this is a fascinating achievement made by China. For other countries and regions including the United States, EU and Russia, this a warning signal not to completely fall behind.</p>\r\n
    </div>\r\n
    </div>
    """
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AppController :: renderFooter (token = 0757ba)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7d0009"

CookieController :: renderCookie (token = d8a4f8)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"cff8e8"