Evaluating fairness in ChatGPT
We've analyzed how ChatGPT responds to users based on their name, using language model research assistants to protect privacy.
Creating our models takes more than data—we also carefully design the training process to reduce harmful outputs and improve usefulness. Research has shown that language models can still sometimes absorb and repeat social biases from training data, such as gender or racial stereotypes.
In this study, we explored how subtle cues about a user's identity—like their name—can influence ChatGPT's responses. This matters because people use chatbots like ChatGPT in a variety of ways, from helping them draft a resume to asking for entertainment tips, which differ from the scenarios typically studied in AI fairness research.
While previous research has focused on third-person fairness, where institutions use AI to make decisions about others, this study examines first-person fairness, or how biases affect users directly in ChatGPT.
We've analyzed how ChatGPT responds to users based on their name, using language model research assistants to protect privacy.
Creating our models takes more than data—we also carefully design the training process to reduce harmful outputs and improve usefulness. Research has shown that language models can still sometimes absorb and repeat social biases from training data, such as gender or racial stereotypes.
In this study, we explored how subtle cues about a user's identity—like their name—can influence ChatGPT's responses. This matters because people use chatbots like ChatGPT in a variety of ways, from helping them draft a resume to asking for entertainment tips, which differ from the scenarios typically studied in AI fairness research.
While previous research has focused on third-person fairness, where institutions use AI to make decisions about others, this study examines first-person fairness, or how biases affect users directly in ChatGPT.
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🚨 ChatGPT has a Windows app now
OpenAI is testing a ChatGPT app for Windows— but it’s only available to paid users for now. You can download an early version of the app from then Microsoft Store. Just like the Mac version of the app. ChatGPT on Windows lets you ask the AI-powered chatbot questions in a dedicated window that you can keep open alongside your apps. You can quickly access the app by using the Alt + Space shortcut.
It also lets you upload files and photos to ChatGPT and comes with access to a preview of OpenAI’s o1 model capable of “reasoning.” The app is still missing some capabilities, however, such as advanced voice mode. Shortly after OpenAI launched its ChatGPT app on Mac in June, a developer spotted a security, vulnerability that stored conversations in plain text. OpenAI has since fixed this issue and now encrypts locally stored data.
OpenAI is testing a ChatGPT app for Windows— but it’s only available to paid users for now. You can download an early version of the app from then Microsoft Store. Just like the Mac version of the app. ChatGPT on Windows lets you ask the AI-powered chatbot questions in a dedicated window that you can keep open alongside your apps. You can quickly access the app by using the Alt + Space shortcut.
It also lets you upload files and photos to ChatGPT and comes with access to a preview of OpenAI’s o1 model capable of “reasoning.” The app is still missing some capabilities, however, such as advanced voice mode. Shortly after OpenAI launched its ChatGPT app on Mac in June, a developer spotted a security, vulnerability that stored conversations in plain text. OpenAI has since fixed this issue and now encrypts locally stored data.
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Making it easier to verify an AI model’s responses
By allowing users to clearly see data referenced by a large language model, this tool speeds manual validation to help users spot AI errors.
Due to this hallucination problem, an LLM’s responses are often verified by human fact-checkers, especially if a model is deployed in a high-stakes setting like health care or finance. However, validation processes typically require people to read through long documents cited by the model, a task so onerous and error-prone it may prevent some users from deploying generative AI models in the first place.
To help human validators, MIT researchers created a user-friendly system that enables people to verify an LLM’s responses much more quickly. With this tool, called SymGen, an LLM generates responses with citations that point directly to the place in a source document, such as a given cell in a database.
Source-Link: MIT
By allowing users to clearly see data referenced by a large language model, this tool speeds manual validation to help users spot AI errors.
Due to this hallucination problem, an LLM’s responses are often verified by human fact-checkers, especially if a model is deployed in a high-stakes setting like health care or finance. However, validation processes typically require people to read through long documents cited by the model, a task so onerous and error-prone it may prevent some users from deploying generative AI models in the first place.
To help human validators, MIT researchers created a user-friendly system that enables people to verify an LLM’s responses much more quickly. With this tool, called SymGen, an LLM generates responses with citations that point directly to the place in a source document, such as a given cell in a database.
Source-Link: MIT
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INSTAGRAM is instant MONEY!
10 ChatGPT / Gemini Prompts to grow and monetize on instagram.
(Just copy paste these prompts)
1.
Like this post if need other interesting ones ⬇️
10 ChatGPT / Gemini Prompts to grow and monetize on instagram.
(Just copy paste these prompts)
1.
"Engaging Content Calendar"
Create a content calendar for the next 3 months for my Instagram account, [account_name], focused on [niche]. It should include a mix of [content_type] (e.g., Reels, posts, stories) with a variety of formats, like [examples]. Each post should be aligned with my target audience ([target_audience]) and their pain points, including [pain_points]. Like this post if need other interesting ones ⬇️
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2. "High-Converting Caption Generator"
Generate 5 Instagram captions for a post featuring [product_name] or [service_name]. Each caption should be written to [purpose] (e.g., drive traffic to website, promote a sale, increase engagement) and include:
[keywords] related to my niche,
a clear benefit for the user, and
a strong call-to-action.
Generate 5 Instagram captions for a post featuring [product_name] or [service_name]. Each caption should be written to [purpose] (e.g., drive traffic to website, promote a sale, increase engagement) and include:
[keywords] related to my niche,
a clear benefit for the user, and
a strong call-to-action.
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3. "Collaborator Finder"
Suggest 5 Instagram accounts that align with my niche, [niche], and have a similar audience to [target_audience]. These accounts should have a strong following and be open to collaborations. Include their [account_name] and a brief denoscription of why they are a good fit.
Suggest 5 Instagram accounts that align with my niche, [niche], and have a similar audience to [target_audience]. These accounts should have a strong following and be open to collaborations. Include their [account_name] and a brief denoscription of why they are a good fit.
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4. "Instagram Hashtags for Growth"
Generate a list of 20 relevant hashtags that will help me get discovered by my ideal audience on Instagram, specifically [target_audience] interested in [niche]. Ensure the hashtags are a mix of popular and niche, and avoid overused hashtags.
Generate a list of 20 relevant hashtags that will help me get discovered by my ideal audience on Instagram, specifically [target_audience] interested in [niche]. Ensure the hashtags are a mix of popular and niche, and avoid overused hashtags.
5. "Instagram Reels Ideas"
Create 5 Instagram Reels ideas for [niche] that will [purpose] (e.g., entertain, educate, inspire). Each idea should be actionable and include visuals or sound elements that resonate with my target audience, [target_audience].
Create 5 Instagram Reels ideas for [niche] that will [purpose] (e.g., entertain, educate, inspire). Each idea should be actionable and include visuals or sound elements that resonate with my target audience, [target_audience].
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6. "Story Template for Engagement"
Generate a compelling story template for [niche] to drive engagement on Instagram. Include [type of engagement] (e.g., polls, questions, quizzes, countdowns) and a call-to-action that encourages user interaction.
Generate a compelling story template for [niche] to drive engagement on Instagram. Include [type of engagement] (e.g., polls, questions, quizzes, countdowns) and a call-to-action that encourages user interaction.
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7. "Instagram Bio Optimization"
Optimize my Instagram bio to attract my ideal audience, [target_audience], interested in [niche]. Include relevant keywords, a clear value proposition, and a captivating call-to-action that encourages followers to [action].
Optimize my Instagram bio to attract my ideal audience, [target_audience], interested in [niche]. Include relevant keywords, a clear value proposition, and a captivating call-to-action that encourages followers to [action].
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8. "Monetization Strategies"
Create a list of 5 monetization strategies for my Instagram account while staying true to my niche, [niche], and my target audience, [target_audience]. These strategies should include [types of monetization] (e.g., affiliate marketing, sponsored content, selling digital products) and be actionable.
ChatGPT for Instagram
Create a list of 5 monetization strategies for my Instagram account while staying true to my niche, [niche], and my target audience, [target_audience]. These strategies should include [types of monetization] (e.g., affiliate marketing, sponsored content, selling digital products) and be actionable.
ChatGPT for Instagram
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9. "Instagram Growth Strategy"
Develop a 6-month Instagram growth strategy for my account, [account_name]. This strategy should include [goals] (e.g., gain followers, increase engagement, drive website traffic) and [actions] (e.g., create high-quality content, collaborate with influencers, run paid ads) to achieve these goals.
Develop a 6-month Instagram growth strategy for my account, [account_name]. This strategy should include [goals] (e.g., gain followers, increase engagement, drive website traffic) and [actions] (e.g., create high-quality content, collaborate with influencers, run paid ads) to achieve these goals.
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10. "Instagram Influencer Collaboration"
Create a message template to reach out to [influencer_name] who aligns with my niche, [niche], and has a similar audience to [target_audience]. The message should be personalized and include a compelling reason for collaboration, including [benefits for influencer] and [details of collaboration].
ChatGPT for Instagram
Create a message template to reach out to [influencer_name] who aligns with my niche, [niche], and has a similar audience to [target_audience]. The message should be personalized and include a compelling reason for collaboration, including [benefits for influencer] and [details of collaboration].
ChatGPT for Instagram
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Here are 7 ChatGPT Prompts to Elevate Your Skills
1. Personal PESTLE Analyzer:
Like this post if need other interesting ones ⬇️
1. Personal PESTLE Analyzer:
Conduct a PESTLE analysis for my career as [insert role] in [insert industry]. Consider Political, Economic, Social, Technological, Legal, and Environmental factorsLike this post if need other interesting ones ⬇️
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2. Time Management Matrix:
Create an Eisenhower Matrix for my current tasks [list tasks]. Categorize each task into urgent/important quadrants and suggest prioritization strategies.
ChatGPT Prompts
Create an Eisenhower Matrix for my current tasks [list tasks]. Categorize each task into urgent/important quadrants and suggest prioritization strategies.
ChatGPT Prompts
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3. Logical Fallacy Finder:
Analyze this argument [insert argument] and identify any logical fallacies present. Explain each fallacy and how it weakens the argument.
Analyze this argument [insert argument] and identify any logical fallacies present. Explain each fallacy and how it weakens the argument.
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4. Feedback Categorization System:
Design a system to categorize and prioritize feedback received for [insert project/product]. Include categories, prioritization criteria, and action steps.
Design a system to categorize and prioritize feedback received for [insert project/product]. Include categories, prioritization criteria, and action steps.
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5. Ethical Decision-Making Framework:
Create an ethical decision-making framework for [insert profession/industry]. Include key principles, stakeholder considerations, and steps for ethical analysis.
ChatGPT Prompts
Create an ethical decision-making framework for [insert profession/industry]. Include key principles, stakeholder considerations, and steps for ethical analysis.
ChatGPT Prompts
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6. Learning Objective Generator:
Based on this curriculum [insert overview], generate SMART learning objectives for each module. Ensure they are Specific, Measurable, Achievable, Relevant, and Time-bound.
Based on this curriculum [insert overview], generate SMART learning objectives for each module. Ensure they are Specific, Measurable, Achievable, Relevant, and Time-bound.