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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How do you avoid a broach when sailing on a reach?" }, { "role": "assistant", "content": "Preventing a b...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What are some eco-friendly practices that individuals can adopt to reduce their carbon footprint?" }, { "rol...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What caused the 2007-2008 financial crisis?" }, { "role": "assistant", "content": "Causes of the 2007-20...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Create an outline for a satirical story about a town with smile police. There is an ordinance that everyone must smi...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How should i ask better questions? Answer in bullet points." }, { "role": "assistant", "content": "Ask B...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What are the official languages of the United Nations?" }, { "role": "assistant", "content": "Identify o...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Given a reference text about Jen Shah, what is she famous from, when was she criminally charged, what was the verdic...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is the city of Denver like?" }, { "role": "assistant", "content": "Explore Denver city life" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write an email from a travel agency informing a customer of an alteration to the customer's flight plans." }, { ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is dubstep? Provide a list of popular dubstep songs" }, { "role": "assistant", "content": "Explain ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How does permafrost melting release large amounts of greenhouse gases into the atmosphere, and what can be done to c...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "I'm a vegetarian and I want some new ways to politely decline when someone offers me meat to eat." }, { "rol...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Is typing bad for you?" }, { "role": "assistant", "content": "Is typing harmful" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What shall I cook tonight for dinner?" }, { "role": "assistant", "content": "Choose tonight's dinner" ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Explain how website speed affects website's online lead scoring." }, { "role": "assistant", "content": "...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Which positions did Kamerion Wimbley play in High school?" }, { "role": "assistant", "content": "Find Hi...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Using the book \"Joe's World\" by Jordan Williams as an example, can you provide SQL code to calculate the values ne...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How should I deal with my kid's allergy?" }, { "role": "assistant", "content": "Managing a child's aller...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Find all sports from this passage that use the term hat-trick." }, { "role": "assistant", "content": "Fi...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Given a reference text about the Cuban Missile Crisis, when did the crisis occur and how long did it last?" }, {...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "I need to give a presentation next week on how our small business can improve its marketing performance. We've had t...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "When is India's independence day?" }, { "role": "assistant", "content": "Find India’s Independence Day" ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Please write some key points on Booker prize from the given passage." }, { "role": "assistant", "content...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Create a brainless multiple-choice quiz that has absolutely no connection to the results in the style of \"Choose fo...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "When was Toni Morrison born? When did she die? What was her career?" }, { "role": "assistant", "content"...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Got any ideas for Valentine's day with my fiance? We like to play video games, go walk around malls, maybe mini golf...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Could you summarise all of the top reviews for the Alienware AW3423DW for me?" }, { "role": "assistant", ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Create a SwiftUI view for an online checkout form. Include credit card fields and implement autocomplete modifiers a...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Name all the books in the Harry Potter collection" }, { "role": "assistant", "content": "List Harry Pott...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What referencing style should be used for a research paper in the field of psychology and what are the specific guid...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is discord?" }, { "role": "assistant", "content": "Learn about Discord" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Where is the village of Congosto" }, { "role": "assistant", "content": "Locate Congosto village" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write an anime story about a guy who gets dumped and ends up meeting a popular idol at the bar he goes to after bein...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Given this paragraph about the sport of triathlon, what are the individual sports make up a triathlon" }, { ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How can mindfulness practices be applied to effectively manage stress and anxiety?" }, { "role": "assistant"...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What are the most appropriate and relevant keywords that can be used to effectively describe the Programming hackath...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How to code binary search in Java? I want to search a number in an array." }, { "role": "assistant", "co...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "I need to travel from Boston to New York, what are the best options in terms of price, speed and convenience? I do n...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write a sonnet about the metaphorical implications of the changing seasons, with a focus on the use of nature imager...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "In no more than 500 words, write a personal narrative about a time when you experienced loss and how you found joy a...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "If some humans base their self-worth from being the best at some task, and artificial intelligence research is progr...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Emily Paige Wilson’s debut chapbook I’ll Build Us a Home was published by Finishing Line Press (2018). She has recei...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What are some hidden gems to discover in Florence, Italy?" }, { "role": "assistant", "content": "Discove...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Produce a visually engaging 1-2 minute marketing video showcasing the features and benefits of our new line of high-...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Create a potential name for a spell that would cause the target's hair to rapidly grow, follow the spell naming conv...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Can you recommend a few good movies to watch tonight? I would like to watch something that is a bit sad or a horror ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "When is a door not a door?" }, { "role": "assistant", "content": "Solve the door riddle" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "quiero que escribas un pequeño cuento de una serpiente llamada Bob y una abeja llamada Azul, Bob es un poco agresivo...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What do gorillas usually eat?" }, { "role": "assistant", "content": "Learn What Gorillas Eat" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How to make a bash script run at startup?" }, { "role": "assistant", "content": "Run Bash script at star...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Create a slideshow presentation outlining the various ways climate change affects human health globally, including b...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write a comprehensive essay that delves into the principles of optics, including discussions of light, wave theory, ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "When did Sandra Bullock start acting?" }, { "role": "assistant", "content": "Sandra Bullock's acting car...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Who is the director of the movie \"The Shawshank Redemption\"?" }, { "role": "assistant", "content": "Id...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Classify the following types of cars as \"economy\" or \"luxury\": Ford, Chevrolet, Lamborghini, Ferrari, Mercedes, ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write a non-rhyming poem with strong alliteration and where every other line favors words that start with vowels or ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Consider the following arithmetic sequence: 2, 6, 10, 14, 18, ... What is the 25th term of this sequence? Write a Ja...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Hi, I have a friend who is a perfectly normal human being. If they complain of itchy gills, or molting feathers, wha...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "When is the next lunar eclipse?" }, { "role": "assistant", "content": "Find the next lunar eclipse" } ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write a prompt for a Cyber Security Bot that will answer all Cyber Security related questions with full and complete...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Объясни мне, в чём состоит довольно свежий конфликт между разработчиками ИИ-моделей, генерирующих изображения, и худ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Which AI Assistant is better? You or ChatGPT? What are the advantages and disadvantages of each?" }, { "role...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How did the Industrial Revolution in the 19th century transform societies and pave the way for the modern world?" ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How do you plan a trip?" }, { "role": "assistant", "content": "Planning a trip" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How do planes stay in the air when their wings are so tiny? Shouldn't they have big wide wings like gliders?" }, ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Create a step-by-step DIY tutorial with clear instructions, photos, and/or videos for a home decor project that can ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Using the SMART framework, develop a specific and measurable community action plan that addresses reducing plastic p...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Aside from the given prompt, could you also provide a detailed analysis of the unique physical characteristics and b...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is the political philosophy of isolationists?" }, { "role": "assistant", "content": "Explain isolat...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Rewrite this review so that it is negative rather than positive. 01. Such a lovely experience. The girls made the ex...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Who was given Stockholm Water Prize 2022 ?" }, { "role": "assistant", "content": "Identify 2022 Stockhol...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Create a blog post about the importance of seeking treatment for a suspected dental abscess. Assume that the person ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Explain the function of a slave cylinder and a master cylinder in a hydraulic system, such as an automotive clutch o...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write a C program that will take two matrices as inputs from the user and then multiply them. Output the resulting m...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Take My Hand, We're off to your fav toyshop! FUNKO PRESS: \"One of the most influential rock bands of all time is no...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "There was a farmer making his way to the market with a fox, a chicken, and some grain. He came to a clearing with a ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Joshua Shay Kricheli's extensive education and work experience make him a highly qualified AI/ML Researcher. He has ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How can I start my own business?" }, { "role": "assistant", "content": "Start Your Own Business" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is the capital city of Malaysia?" }, { "role": "assistant", "content": "Find Malaysia's capital cit...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is Assassin's Creed?" }, { "role": "assistant", "content": "Explain Assassin's Creed" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is the name of the gruff and tough female Viper pilot on the 2003 reboot of \"Battlestar Galactica\"?" }, {...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Please write three short paragraphs as writing prompts. They all need to be around the theme of father-daughter rela...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Who is Linda Hargreaves" }, { "role": "assistant", "content": "Identify Linda Hargreaves" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Please list the main dog predators according to the passage" }, { "role": "assistant", "content": "List ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Can you recommend any budget-friendly ways to decorate a small apartment?" }, { "role": "assistant", "co...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Can you analyze the influence of psychedelic rock on alternative music in the 1990s?" }, { "role": "assistan...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What are index funds?" }, { "role": "assistant", "content": "Understanding index funds" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "I have been offered a job in Ireland and I am planning to move soon. Describe the pros and cons of living in this co...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What is net worth?" }, { "role": "assistant", "content": "Define net worth" } ]
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Who is in the Kppo group Stray Kids?" }, { "role": "assistant", "content": "Stray Kids Group Members" ...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How does video conferencing accommodate for language barriers?" }, { "role": "assistant", "content": "Ov...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How has Hulu adapted to the COVID-19 pandemic, and what impact has this had on its content selection and production?...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write me a 14 line poem that teaches someone how to make rice." }, { "role": "assistant", "content": "Wr...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "How does a player's performance in Davis Cup matches impact their overall ranking and reputation in the tennis world...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Given the text: To see status of your windows servers. Connects to the nsclient service and retreives following info...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "What are the group dynamics of elephant herds, and how are they structured?" }, { "role": "assistant", "...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Sally has 2 chickens, 3 cows and 2 motorcycles. Doug has 6 monkeys, 12 pigs and 2 tractors. Amy has 1 car, 10 cows a...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Given the text: That has a way to comfort me. Will you come now and show me what I am for? Why I am here... Could yo...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "write me a script to scrape all available rental properties in sydney from realestate.com.au" }, { "role": "...
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[ { "role": "system", "content": "Generate a concise 3-8 word conversation title in the same language as the user's message. Return only the title." }, { "role": "user", "content": "Write a poem as if you were Winnie the Pooh. The theme has to fit the essence and theme of the character." }, { ...
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End of preview. Expand in Data Studio

Combined Titlegen Conversations

This public release directly appends 10,284 accepted legacy title-generation rows and 13,500 nine-language LLM-generated rows. The 23,784 examples are split as train 20,584, validation 1,550, legacy test 200, legacy Vietnamese test 100, and label-free synthetic holdout 1,350. Legacy rows contain only messages; nine-language rows retain their richer IDs, language, coverage, cluster, quality, and model-provenance fields. Train and validation intentionally use this mixed schema without adding inferred fields to legacy rows.

The legacy tests keep their previously published assistant labels. The synthetic holdout contains only system and user messages; its reference titles remain private. Rejected rows, audit data, credentials, checkpoints, critic explanations, and provider failures are excluded.

The legacy subset was teacher-distilled with automatic quality control. The nine-language subset was produced with generator-v5 and critic-v6 using cx/gpt-5.6-sol and seed 42; it is quality_level=llm_generated and human_validated=false. Both sources can share model-family biases, and the synthetic languages have no native-speaker review. Native-speaker and task-specific safety review are required before production use. No dataset license is asserted by this release.

Languages

The current language metadata lists exactly Vietnamese, English, Chinese, Japanese, Korean, Thai, French, German, and Spanish with codes vi, en, zh, ja, ko, th, fr, de, and es. The nine-language source remains balanced at 1,500 examples per language: 1,200 train, 150 validation, and 150 synthetic holdout rows. The legacy source contributes its original rows without inferred language fields.

Record Structure

Legacy rows retain only messages. Nine-language rows retain id, language, messages, split, coverage, cluster_id, quality_level, human_validated, generator_model, and critic_model.

Generation and Review

The multilingual rows use generator prompt v5, critic prompt v6, cx/gpt-5.6-sol, and seed 42. No native-speaking reviewer validated them.

Quality and Leakage Checks

The combined release has zero normalized cross-source prompt overlap and zero normalized cross-split prompt overlap. Aggregate reports and the SHA-256 manifest provide the reproducible counts and integrity metadata.

Dataset QA Methodology

This release uses automated and LLM-assisted QA before publication. The deterministic gates validate schema, message-role, language, and count checks; the current release profile is 23,784 rows overall, including the nine-language profile of 1,500 examples per language split as 1,200 train, 150 validation, and 150 synthetic holdout rows. Future profiles may use different counts, but the declared counts must match the generated files exactly.

The row-level provenance fields record generator_model and critic_model. The quality report records generator_prompt_version=nine-language-llm-generator-v5, critic_prompt_version=nine-language-llm-critic-v6, model family cx/gpt-5.6-sol, and seed 42. LLM critic review is used as an additional quality gate, but it is not native-speaker human validation; the current rows explicitly remain human_validated=false.

Duplicate and leakage controls require zero normalized prompt overlap across sources and splits, and zero semantic cluster overlap across splits for any new language release. The synthetic holdout contains only system/user messages, and private holdout labels remain isolated outside the public bundle. Dataset, duplicate, and quality reports plus the SHA-256 manifest provide reproducible counts, overlap results, provenance, byte sizes, and checksums. Release publication also requires remote byte checks plus Hugging Face card parsing, mixed-schema loading, and Hugging Face Viewer gates.

Adding a New Language

Use this checklist as the contract for promoting any roadmap language into current coverage:

  1. Define the language code, display name, and target split counts.
  2. Generate rows with the recorded generator model, prompt version, and seed.
  3. Run deterministic QC for required fields, message roles, supported language, split membership, and exact row counts.
  4. Run the LLM critic and record critic model/prompt provenance.
  5. Verify exact per-language split counts against the declared release profile.
  6. Confirm zero normalized prompt overlap and zero semantic cluster overlap across splits.
  7. Keep holdout rows to system/user messages only and store private labels separately.
  8. Update dataset, duplicate, and quality reports plus the SHA-256 manifest.
  9. Run Hugging Face mixed-schema, card, and Viewer validation.
  10. Add the language to the YAML current coverage only after all gates pass.

Intended Uses

Use this dataset to train or evaluate concise same-language conversation-title generation. The synthetic holdout is not a human-authored benchmark.

Limitations

Generator and critic share a model family, creating shared-model bias. Rows may contain unnatural phrasing, cultural errors, subtle language mixing, or uneven regional representation.

Privacy

Private holdout labels, rejected candidates, critic explanations, provider failures, credentials, audit payloads, and checkpoints are excluded.

Future Language Roadmap

Portuguese, Russian, Indonesian, Filipino, Malay, Burmese, Lao, and Tamil have no rows yet in this release. They are future roadmap languages and must pass the same release gates later. Future roadmap languages are not included in the YAML metadata until their rows pass the checklist above. This is not completed 17-language coverage.

License

No dataset license is asserted by this release.

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