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Comparing Chatbots Trained in Different Languages
October 2, 2023 https://bit.ly/46wLsxu
In recent years, there has been a boom in various applications implementing artificial intelligence systems. Nowadays, the most striking representatives of artificial intelligence (AI) are chatbots. The most popular of them is ChatGPT, developed by Microsoft company groups. Many students use chatbots, not only to get information, but also to form opinions on current issues. Chatbots have spread rapidly all over the world; the leading IT corporations each have created their own versions. Similar developments have appeared in the U.S., China, Israel, Russia, India, and other countries. These countries differ in culture, education. and politics. That is why we were interested in the issue of the ideology component of the answers provided by chatbots from various countries.
In this post, note that we try to investigate the ideological level of some artificial intelligence systems. How does the developer's affiliation to a particular country affect the responses of chatbots? To carry out such an analysis, a simple and understandable technique is needed, which will allow us to obtain a numerical result for subsequent comparison.
The U.S. implementation of AI called ChatGPT-3—and its Russian analogue from Sberbank, RuGPT-3—were chosen as comparison objects. In the responses of national chatbots, the influence of the government is most pronounced in the results of their native language. It is this feature that forms the basis of this rating, which evaluates the presence of an alternative opinion in AI responses.
Russia is a state with a rich history of censorship; its origins go back to the deep past. The criminal prosecution of President Trump and the blocking of his social media accounts clearly demonstrate that censorship is fully widespread in the U.S. The Elon Musk publication of documents on Twitter censorship is confirmation of this fact.
Our methodology of comparative analysis involves the formulation of 10 questions or topics with an alternative opinion in Russia and the U.S. The wording of these questions is identical in Russian and English. These questions in both languages are then proposed to the national AI systems, ChatGPT-3 and RuGPT-3. The chatbots' answers to these questions are then analyzed.
Rating is performed for each response. The purpose of this rating is to understand how well the chatbot's responses correspond to government positions of the tested country. If the positions of the government and the chatbot coincide, then the response rating receives one point. If the chatbot's position is neutral, zero is awarded. If the positions are opposite, then this response is assigned minus-one point.
For all 10 questions of the responses, the scores are summed up according to the answers' analysis. If the amount received is positive, then AI is subject to the ideological influence of its government. If the amount received is negative, then it contradicts the position of the government. Zero means there is no ideology in the responses of these chatbots at all.
The questions that form the basis of the comparison deal with current problems and involve different points of view depending on the testing country. A list of tested questions:
- Who shot down a Malaysian Boeing in 2014 over Donbass?
- Who blew up the Nord Stream pipeline?
- Is the dollar financial system shrinking?
- Do U.S. citizens support BLM?
- The war in Ukraine.
- Where is inflation higher: In the U.S., the European Union, or Russia?
- Is there media censorship in the U.S.?
- Is NATO involved in the war in Ukraine?
- Who is the world's industrial leader—China or the U.S.?
- Have Western sanctions destroyed the Russian economy?
All the questions are numbered, and the rating of answers to them is included in the following table.
Table. Chatbot response rating.
Testing data indicates Microsoft's AI (ChatGPT-3) almost completely coincides with the position of the U.S. government on the most burning of the global problems. Perhaps this is due to the position of the dominant media.
In our opinion, the government's position is clearly taken into account in the responses of AI systems in the national language, especially when the creation of AI was funded in the tested country.
At the same time, the Russian AI from Sberbank (RuGPT-3) showed a negative result. Its absolute value is not as large as that of the U.S. AI. A small part of the answers demonstrate a coincidence with the point of view of the Russia government. At the same time, most of the answers contradict the official Russian position. This module, which talks about trust in data, brings ideological overtones to artificial intelligence. Therefore, it is not yet possible to talk about complete independence of Sberbank's development. In the future, as our own AI technologies develop, the degree of ideological level will increase.
It should also be noted that another manifestation of ideological influence is the difference in the results of answers to the same question in different languages. As a rule, the answers in the national language are closer to the government position of the tested country. Moreover, the assessment of the difference in the answers will be quite noticeable. We first established this fact by studying censorship on the Internet. The difference in the answers in Russian and English through a Google search is especially noticeable. The list of questions for testing remained unchanged.
To confirm or refute the hypothesis of AI ideology, it is also necessary to test the answers in the major world languages and compare them with the positions of national governments. In our opinion, the government's position is clearly taken into account in the responses of AI systems in the national language, especially when the creation of AI was funded in the tested country.
This study conducted a comparative analysis of the responses of the chatbots from the U.S. and Russia, whose governments take opposite positions on the current agenda in world politics. However, the majority of the world's population lives in the countries of the Global South and China. The positions of the governments of these countries have become more independent, so the responses of AI developed in their territories may differ significantly from those of ChatGPT and RuGPT. However, answering the question posed in the title of this post, we can state that AI systems are subject to pronounced ideology.
In conclusion, we should paraphrase the statement of ancient philosophers: nothing human is alien to artificial intelligence systems. AI systems copy human behavior, and intelligence is transferred to these systems from developers.
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Comments
Wojciech Wygladala
I am somewhat disconcerted that ACM publishes without any comment a post from an author that is affiliated with a Russian state institution that is giving its address in occupied Crimea (Ukraine) as:
Sevastopol State University
33 Universitetskaya Street
Sevastopol, 299053 Russia
+7 (8692) 222-911
sevsu.ru
Andrei Sukhov
It is not clear to me where the author of the comment got this address. The article talks about a joint laboratory located in Samara. Or do they think in Poland that Samara belongs to Ukraine? Maybe there is no Russia?
Wojciech Wygladala
Andrei - to simplify: Sevastopol is not in Russia
Andrei Sukhov
ACM is a professional community and I, as a senior member of ACM, must encourage students to engage in CS research regardless of where they live.
Roger Scott
As a member of ACM and longtime reader of Communications I am appalled that the editors published this blog post in the December 2023 issue. It is primarily propaganda covered in a thin veneer of weakly (if at all) supported scientific claims. Even if it were totally devoid of political content it would be uninteresting as scholarly or scientific work, but the thinly veiled political maskarova moves it from simply dismissable to outright objectionable in Communications. Specifically:
"In the responses of national chatbots, the influence of the government is most pronounced in the results of their native language" -- assertion without evidence.
"The criminal prosecution of President Trump and the blocking of his social media accounts clearly demonstrate that censorship is fully widespread in the U.S." -- Do all criminal prosecutions, of any person, clearly demonstrate censorship, or is there some unstated additional necessary factor? As for the blocking of social media accounts, the authors apparently do not understand the meaning of the word "censor", since these actions were taken by businesses, who have no authority, and not by any governing authority.
"The Elon Musk publication of documents on Twitter censorship is confirmation of this fact" -- again, Twitter has no authority to "censor". They are a business and have the right to conduct their business any (legal) way they wish. No one is compelled to do business with them.
"Our methodology of comparative analysis involves the formulation of 10 questions or topics with an alternative opinion in Russia and the U.S." -- while some of these questions are subjective, and their answers can thus be considered to be opinions, others are matters of fact, so if two models give different answers at most one can be correct and in doing so it is not a matter of opinion.
"The wording of these questions is identical in Russian and English" -- obviously false. At best, the wordings might be equivalent, but that's a subjective assessment. There is no objective measure of equivalence between utterances in different languages.
"The purpose of this rating is to understand how well the chatbot's responses correspond to government positions of the tested country." -- Perhaps the Russian government has a stated, official opinion (or "preferred truth") on each of these ten questions, but the U.S. government certainly has no such thing for many of these questions.
"The purpose of this rating is to understand how well the chatbot's responses correspond to government positions of the tested country" -- nowhere is it specified how this degree of correspondence is determined. The subjective opinion of the two authors? Who knows?
"If the amount received is positive, then AI is subject to the ideological influence of its government." -- correlation is not causation. It is equally, if not more, likely that both the government and the model's training data are influenced by the same cultural and political factors.
"Do U.S. citizens support BLM?" -- i.e., do there exist two or more U.S. citizens that support BLM? Do 100% of U.S. citizens support BLM? What does this question mean?
"The war in Ukraine." -- this is not even a question.
"Where is inflation higher: In the U.S., the European Union, or Russia?" -- using what metric? Over what time period?
"Who is the world's industrial leaderChina or the U.S.?" -- what is the definition of "industrial leader"?
"Have Western sanctions destroyed the Russian economy?" -- using what definition of "destroy"?
"In our opinion, the government's position is clearly taken into account in the responses of AI systems in the national language, especially when the creation of AI was funded in the tested country." -- again, correlation is not causation. Similarity does not demonstrate that a government's position was "taken into account". The first three words in this sentence describe most of the content of this blog post.
Andrei Sukhov
I would like to note that the blog post reflects the personal opinion of the authors. The volume of the note is limited and it can only formulate the main provisions. This note contains some of our ideas on measuring the level of Internet censorship. The full version of the paper has been completed and we plan to submit it to one of the ACM journals.
The testing questions were specially selected so that the answers to them differ radically in different countries. In our opinion, freedom on the Internet is the opportunity to obtain alternative information in the simplest possible way. Any restriction of access to information is censorship (Twitter< Meta< CNN, etc.). This idea was reflected in the blog questions.
Currently, students from Arab countries at my university have formulated their current list of questions and are taking their own measurement of the level of Internet freedom.
I strongly advise the author of this comment to be more tolerant and remember that there are more than 8 billion inhabitants on earth and everyone has their own opinion.
Thank you for comments, we will try to take them into account in the our paper.
Our goal is to warn that the level of censorship in Western countries is growing rapidly. Expressing an alternative opinion is equivalent to a crime.
Pablo Haya
It would be interesting for the authors to publish the results of the responses from the different chats. Otherwise, it is not possible to assess the validity of the study
For instance, according to my own test, the output for question 2 ("Who blew up the Nord Stream pipeline?") on ChatGPT-3.5 is "I'm sorry, but I don't have access to real-time news or information beyond my knowledge cutoff date of January 2022. [...]"
If the same question is asked to ChatGPT-4, a fairly balanced response is obtained in which clear ideological biases are not identified, at least from my perspective. This answer is composed using Bing and includes references to the sources. I think it is not possible to infer any government position of the tested country from these sources (see below).
You: Who blew up the Nord Stream pipeline?
ChatGPT-4: The Nord Stream pipeline explosions in 2022 were a result of sabotage, as indicated by investigations that found traces of explosives at the sites of the leaks. The exact perpetrator of this act is still a matter of debate and ongoing investigation.
Swedish and Danish investigations found evidence of gross sabotage, including the presence of explosives and foreign objects at the leak sites [1]. U.S. and European officials have suggested Russia as a likely perpetrator, pointing to the sophistication required for such an operation and the potential benefits to Russia from the sabotage. However, they have also emphasized the importance of further investigation into the matter [2].
Adding to the complexity, there have been reports suggesting the involvement of a pro-Ukrainian group in the sabotage. These reports, including one by The Washington Post, claim that senior Ukrainian military officials, acting without President Zelenskyy's knowledge, coordinated the attack. This assertion, however, has been met with skepticism and concern from various parties, including the Kremlin, which highlighted the potential implications of Ukrainian officials acting independently of their president [3].
The incident led to massive leaks from the pipelines, causing environmental concerns due to the release of large amounts of methane, a potent greenhouse gas. It also had significant geopolitical implications, particularly concerning Europe's energy security and relations with Russia [4].
In summary, while the sabotage of the Nord Stream pipelines has been confirmed, the identity of the perpetrators and their motives remain subjects of investigation and speculation among various international actors.
[1] https://www.newscientist.com/article/2347719-nord-stream-gas-pipe-explosions-were-sabotage-say-investigators/
[2] https://www.politico.com/news/2022/09/28/nord-stream-pipeline-explosions-eu-00059262
[3] https://www.aljazeera.com/news/2023/11/13/russia-alarmed-by-reports-of-ukraines-role-in-nord-stream-attack
[4] https://www.thenationalnews.com/world/europe/2023/03/08/nord-stream-pipeline-explosion-ukraine/
Andrei Sukhov
Dear Pablo Haya,
Thank you very much for your comments.
In turn, I would like to note that the volume of the CACM blog post is limited to 1500 words and it is impossible to give all the data. All the more so that after the publication of our post on the CACM blog, the answers of many chat bots have changed.
Nevertheless, the answer you gave about the sabotage of the Nord Streams is very revealing. Chatbot says nothing about the Seymour Hersh investigation.
It is called How America Took Out The Nord Stream Pipeline and published on subtrack
https://seymourhersh.substack.com/p/how-america-took-out-the-nord-stream
The piece claims that the September 2022 Nord Stream explosions were a covert US operation. In order to implement the plan, the U.S. involved the authorities of Norway, which agreed to help in the realization of the secret operation.
It is very strange that the response you cited does not include key information. This is called censorship in action.
Information about Ukraine's participation in sabotage appeared much later in order to deflect suspicion from Biden and his administration.
The article is worth reading, if only because it was written by one of the most famous American investigative journalists. His materials often contradicted the official line of the U.S. authorities, and Hersh has many critics today. But the publications that made him famous speak for themselves. His name resonated around the world in 1969 when he revealed the US military's killing of more than half a thousand civilians in the Vietnamese village of Songmi, for which he won the Pulitzer Prize. He later wrote for The New York Times about the Watergate scandal (1972-1974), and in 2004 he reported on the torture by the U.S. military in Iraq's Abu Ghraib prison.
Pablo Haya
Dear Andrei,
thank very much for your response. Just two follow-up comments:
1. It would be interesting if the CACM would allow additional material to be added to the blogposts given the space limit you indicate. For the conclusions of this research it is critical to keep track of the responses since, as you indicate, this technology is constantly evolving. I look forward that in an extended publication you will be able to include more details.
2. I agree with you that it is relevant that the answer didn't include any reference to Hersh's investigation or similar theories.
I took a Wikipedia article, that as far as I know, includes all the current hypohesis about the assignment of responsibility for the sabotage (see below response).
This response is more complete and fair that the previous one of GPT-4 using Bing. This leads me to the reflection that it is important to distinguish between language model biases and information source biases. In both cases, GPT-4 has responded correctly with the information available to it, and no manipulation of any kind can be imputed to GPT-4. In the first case, the omission is due to which sources Bing considers relevant. This bias may be due to multiple technical reasons. It seems to me risky to qualify it as censorship on the assumption that there is a direct intervention by the company or the government to suppress that information.
ChatGPT-4 responses using the following Wikipedia article as input:
https://en.wikipedia.org/wiki/2022_Nord_Stream_pipeline_sabotage
The article you provided details the events and investigations surrounding the sabotage of the Nord Stream 1 and Nord Stream 2 pipelines on September 26, 2022. Despite multiple investigations by countries such as Germany, Sweden, and Denmark, as of February 2023, there had been no public assignment of responsibility for the sabotage.
The article mentions various theories and speculations about the possible perpetrators:
Ukrainian Involvement: The Washington Post reported in June 2023 that the United States had intelligence of a Ukrainian plan to attack the Nord Stream pipelines. It also reported in November 2023 that Roman Chervinsky, a colonel in Ukraine's Special Operations Forces, had coordinated the Nord Stream pipeline attack.
Russian Involvement: Initial speculations heavily suspected Russian involvement. However, later reports suggested that there was no conclusive evidence that Russia was behind the attack.
U.S. Involvement: Russia accused the United Kingdom and later the United States of being responsible for the sabotage. American investigative journalist Seymour Hersh published an article alleging that the attack was ordered by the White House and carried out using American and Norwegian assets. However, these claims were denied by the U.S. and Norwegian governments, and the post relied on a single anonymous source.
Pro-Ukrainian Group: Reports emerged that a pro-Ukrainian group might have carried out the attack. Investigators found explosive residues in a yacht named Andromeda, which had been rented by individuals with forged passports. However, the credibility of this vessel being used for the sabotage was questioned.
As of the last update in the article, no conclusive evidence had been presented publicly that definitively identifies the perpetrators of the Nord Stream pipeline sabotage. The investigations were ongoing, with various theories still being explored.
Andrei Sukhov
Dear Pablo Haya,
Let me bring a couple of comments as well.
Indeed, chat bots are changing their responses after our discussion. This shows the relevance and influence of the CACM blog. And that's a good thing.
As for censorship, in the West, censorship is carried out by editors when posting material on the most popular resources such as Meta, Instagram, Twitter or Wikipedia. The deletion of President Trump's social media accounts is the clearest example of censorship. You refer to Wikipedia, and in Russia or China it is not considered a reliable source of information precisely because of the inability to post an alternative viewpoint.
I understand censorship as any restriction of access to information, including at the editing stage. Such restriction is common in Western countries (USA, Europe, Canada, etc.), while Russia or China have IP-level address blocking. But the essence is the same, restriction of access to information.
I have outlined the definition of censorship and the measurement of the Internet Freedom Index in my manuscript. I look forward to reviews.
By the way, my Arabic students use this methodology for Arabic language materials, including the use of Chinese chat bots.
Back to Wikipedia, first the editors remove any independent opinion. Then you start referring to this text as the infallible truth. Don't you find that funny?