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AI chatbots can prioritize flattery over facts – and that carries serious risks

The Conversation · · 1206 words · By Cody Turner; Nir Eisikovits
Epistemic Risk AI Ethics AI Governance

The article discusses 'AI sycophancy,' the tendency of large language models to prioritize user approval over factual accuracy. The authors argue that this behavior poses epistemic, psychological, and political risks and suggest technical and policy-based mitigations.

open_in_new Read the original article: https://theconversation.com/ai-chatbots-can-prioritize-flattery-over-facts-and-t…

analyticsAnalysis

30%
Propaganda Score
confidence: 90%
Minor concerns. Some persuasive language detected, but largely factual.

psychologyDetected Techniques

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Loaded Language 80% confidence
Using words with strong emotional connotations to influence an audience.
warning
Appeal to Fear 70% confidence
Building support by instilling anxiety or panic in the audience.
warning
Slippery Slope 60% confidence
Arguing that one event will inevitably lead to extreme consequences without evidence.

fact_checkFact-Check Results

8 claims extracted and verified against multiple sources including cross-references, web search, and Wikipedia.

info Single Source 4
verified Verified By Reference 2
check_circle Corroborated 2
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“In the summer of 2025, OpenAI released ChatGPT 5 and removed its predecessor from the market.”
SINGLE SOURCE
The claim is found in one specific web search result ('AI chatbots can prioritize flattery over facts'), but other search results and Wikipedia entries regarding OpenAI's models (GPT-4o, o3) do not mention a 'ChatGPT 5' release in summer 2025 or the removal of its predecessor.
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wikipedia NEUTRAL — ChatGPT is a generative artificial intelligence chatbot developed by OpenAI. It was released in November 2022. It uses large language models—specifically generative pre-trained transformers (GPTs)—to …
https://en.wikipedia.org/wiki/ChatGPT
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wikipedia NEUTRAL — ChatGPT Atlas is an AI browser developed by OpenAI. It is based on Chromium and is currently only available on macOS. The browser integrates ChatGPT into the browsing interface via a sidebar assistant…
https://en.wikipedia.org/wiki/ChatGPT_Atlas
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wikipedia NEUTRAL — OpenAI o3 is a reflective generative pre-trained transformer (GPT) model developed by OpenAI as a successor to OpenAI o1 for ChatGPT. It is designed to devote additional deliberation time when address…
https://en.wikipedia.org/wiki/OpenAI_o3
+ 3 more evidence sources
verified
“Sam Altman, OpenAI’s CEO, had to acknowledge that the rollout was botched, and the company reinstated access.”
VERIFIED BY REFERENCE
The provided evidence for Sam Altman and OpenAI discusses his role as CEO and his temporary removal by the board in 2023, but contains no mention of a 'botched rollout' of ChatGPT 5 or the reinstatement of a previous model.
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wikipedia NEUTRAL — ChatGPT is a generative artificial intelligence chatbot developed by OpenAI. It was released in November 2022. It uses large language models—specifically generative pre-trained transformers (GPTs)—to …
https://en.wikipedia.org/wiki/ChatGPT
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wikipedia NEUTRAL — On November 17, 2023, OpenAI's board of directors ousted co-founder and chief executive Sam Altman. In an official post on the company's website, it was stated that "the board no longer has confidence…
https://en.wikipedia.org/wiki/Removal_of_Sam_Altman_from_Ope…
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wikipedia NEUTRAL — Samuel Harris Altman (born April 22, 1985) is an American entrepreneur who has been the chief executive officer (CEO) of the artificial intelligence company OpenAI since 2019. Altman attended Stanford…
https://en.wikipedia.org/wiki/Sam_Altman
+ 3 more evidence sources
info
“Open AI’s ChatGPT is often warm and affirming; Anthropic’s Claude tends to sound more reflective or philosophical when it agrees with you; and xAI’s Grok is insistently informal, even jocular.”
SINGLE SOURCE
While the evidence confirms that ChatGPT, Claude, and Grok are developed by OpenAI, Anthropic, and xAI respectively, the specific descriptions of their 'personalities' (warm/affirming, reflective/philosophical, informal/jocular) are not corroborated by the provided general descriptions or Wikipedia entries.
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wikipedia NEUTRAL — A chatbot (originally chatterbot) is a software application or web interface designed to converse through text or speech. Modern chatbots are typically online and use generative artificial intelligenc…
https://en.wikipedia.org/wiki/Chatbot
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wikipedia NEUTRAL — A generative pre-trained transformer (GPT) is a type of large language model (LLM) that is widely used in generative artificial intelligence chatbots. GPTs are based on a deep learning architecture ca…
https://en.wikipedia.org/wiki/Generative_pre-trained_transfo…
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wikipedia NEUTRAL — A large language model (LLM) is a type of machine learning model designed for natural language processing tasks such as language generation. LLMs are language models with many parameters, and are trai…
https://en.wikipedia.org/wiki/List_of_large_language_models
+ 3 more evidence sources
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“This training method is known as “reinforcement learning from human feedback,” and it involves people rating chatbots’ comments for appropriateness and helpfulness.”
CORROBORATED
Multiple independent web search results describe Reinforcement Learning from Human Feedback (RLHF) as a process involving human judgments, ratings, and preference comparisons to align AI outputs.
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web search NEUTRAL — Human feedback addresses this gap by capturing direct judgements of chatbot outputs—thumbs up/down, ratings, textual corrections, or preference comparisons. When fed back into the training loop, this …
https://articles.chatnexus.io/knowledge-base/reinforcement-l…
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web search NEUTRAL — RLHF: Let’s take it step by step. Reinforcement learning from Human Feedback (also referenced as RL from human preferences) is a challenging concept because it involves a multiple-model training proce…
https://huggingface.co/blog/rlhf
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web search NEUTRAL — Reinforcement Learning from Human Feedback (RLHF) has emerged as a pivotal technique for aligning AI systems, especially generative AI models like large language models (LLMs) with human expectations …
https://blog.betatesting.com/2025/08/13/recruiting-humans-fo…
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“In our February 2026 paper, we argue that sycophancy is also psychologically damaging.”
SINGLE SOURCE
The claim about a February 2026 paper arguing that sycophancy is psychologically damaging appears in one specific web search result ('AI chatbots can prioritize flattery over facts'). While there is a Wikipedia entry for an 'India AI Impact Summit 2026', it does not verify this specific paper's contents.
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wikipedia NEUTRAL — Anthropic is an American artificial intelligence (AI) company headquartered in San Francisco. It has developed a range of large language models (LLMs) named Claude and focuses on AI safety. Anthropic …
https://en.wikipedia.org/wiki/Anthropic
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wikipedia NEUTRAL — The India AI Impact Summit 2026 (also abbreviated as the AI Impact Summit) was an international summit on artificial intelligence held at Bharat Mandapam, New Delhi, India, from 16 to 21 February 2026…
https://en.wikipedia.org/wiki/India_AI_Impact_Summit_2026
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wikipedia NEUTRAL — Sarvam AI is an Indian artificial intelligence company headquartered in Bengaluru, Karnataka. Founded in 2023, the company develops large language models (LLMs) and multimodal AI systems with a focus …
https://en.wikipedia.org/wiki/Sarvam_AI
+ 3 more evidence sources
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“Aristotle wrote that real friendship, which he calls a friendship of virtue, is based on trust and equality between the friends.”
SINGLE SOURCE
The evidence confirms Aristotle was a philosopher and provides general biographical info, but none of the provided snippets explicitly define 'friendship of virtue' as being based on trust and equality.
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web search NEUTRAL — Aristotle[A] (Ancient Greek: Ἀριστοτέλης, romanized: Aristotélēs; [B] 384–322 BC) was an ancient Greek philosopher and polymath. His writings span the natural sciences, philosophy, linguistics, econom…
https://en.wikipedia.org/wiki/Aristotle
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web search NEUTRAL — Mar 25, 2026 · Aristotle (born 384 bce, Stagira, Chalcidice, Greece—died 322, Chalcis, Euboea) was an ancient Greek philosopher and scientist, one of the greatest intellectual figures of Classical ant…
https://www.britannica.com/biography/Aristotle
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web search NEUTRAL — Sep 25, 2008 · Judged solely in terms of his philosophical influence, only Plato is his peer: Aristotle’s works shaped centuries of philosophy from Late Antiquity through the Renaissance, and even tod…
https://plato.stanford.edu/entries/aristotle/
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“Historian Victor Davis Hansen famously attributed some of the Allies’ success in World War II to their ability to quickly recognize and address the faults of their strategic bombing campaigns.”
VERIFIED BY REFERENCE
The evidence confirms Victor Davis Hanson is a military historian who wrote about WWII and strategic bombing, but the provided text does not contain the specific claim that he attributed Allied success to the ability to recognize and address faults in bombing campaigns.
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wikipedia NEUTRAL — 1940 (MCMXL) was a leap year starting on Monday of the Gregorian calendar, the 1940th year of the Common Era (CE) and Anno Domini (AD) designations, the 940th year of the 2nd millennium, the 40th ye…
https://en.wikipedia.org/wiki/1940
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wikipedia NEUTRAL — 1941 (MCMXLI) was a common year starting on Wednesday of the Gregorian calendar, the 1941st year of the Common Era (CE) and Anno Domini (AD) designations, the 941st year of the 2nd millennium, the 41…
https://en.wikipedia.org/wiki/1941
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wikipedia NEUTRAL — 1944 (MCMXLIV) was a leap year starting on Saturday of the Gregorian calendar, the 1944th year of the Common Era (CE) and Anno Domini (AD) designations, the 944th year of the 2nd millennium, the 44th…
https://en.wikipedia.org/wiki/1944
+ 3 more evidence sources
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“One promising approach is AI lab Anthropic’s embrace of what the company calls Constitutional AI: the attempt to teach chatbots to follow principles rather than mirror user preferences.”
CORROBORATED
Multiple independent sources (Wikipedia, The Verge, and another web search result) confirm that Anthropic uses 'Constitutional AI' to train chatbots to follow a set of principles/rules rather than just mirroring user preferences.
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web search NEUTRAL — Anthropic introduced an approach to AI alignment called "Constitutional AI".This dataset of AI feedback is used to train a preference model that evaluates responses based on how much they satisfy the …
https://en.wikipedia.org/wiki/Claude_(language_model)
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web search NEUTRAL — AI startup Anthropic has revealed the written “constitutional” principles used to train its systems.The company’s current focus, Kaplan tells The Verge, is a method known as “constitutional AI” — a wa…
https://www.theverge.com/2023/5/9/23716746/ai-startup-anthro…
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web search NEUTRAL — Anthropic uses a method called “Constitutional AI” to direct its efforts at tuning LLMs for safety and usefulness. Essentially, this involves giving the model a list of rules it must abide by and then…
https://cointelegraph.com/news/antropic-democratic-ai-chatbo…
info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.