SlowGuess/NeurIPS_2023_OCR huggingface dataset:
Response from ChatGPT. When generating diverse posts under a specific topic on the Stack Exchange forum, several important attributes can contribute to the variety and richness of the discussions:
Depth of Knowledge: Participants with different levels of expertise can offer insights and perspectives from beginner to advanced, allowing for a broader range of questions and answers.
Diverse Perspectives: Encouraging participants from various backgrounds, industries, and experiences can bring fresh viewpoints and approaches to the topic.
Objectives: Encouraging participants to state their objectives or goals in their posts can help generate diverse content. Some posts may aim to seek advice, share experiences, provide step-by-step guides, analyze specific problems, or discuss broader concepts.
Problem Scenarios: Encourage users to discuss real-world problem scenarios related to the topic. This helps generate diverse posts by exploring different use cases, challenges, and approaches to problem-solving.
Problem Solving: Promoting problem-solving skills and encouraging users to share their challenges, roadblocks, and solutions can foster a collaborative and dynamic environment.
Clear Communication: Emphasizing clear and concise communication helps to ensure that questions are well-articulated and that answers are easily understood by a wide range of users.
G.4.2 Selected Attributes
1. Problem Scenarios
2. Depth of Knowledge
3. Writing Styles
4. Length
Prompts to ChatGPT for Problem Scenarios. List 20 diverse Problem Scenarios for posts about {post-class} in StackExchange.
Response from ChatGPT. See section H.4 for details.
G.4.3 Writing Styles
Prompts to ChatGPT. List 5 different writing styles of StackExchange Posts.
1. Specific: Be specific in your question by including relevant details, such as error messages, code snippets, or specific scenarios, to help the community provide accurate and targeted answers.
2. Comparative: Compare different approaches, technologies, or methodologies, and ask for insights or opinions from the community on their strengths, weaknesses, and suitability for your specific situation.
3. Problem-Solution: Present a problem or challenge you are encountering and outline any attempted solutions, seeking feedback or alternative approaches from the community to help you find an optimal solution.
4. Troubleshooting: Describe a specific issue or error you are encountering and provide any relevant error messages or logs, seeking assistance in identifying the cause and potential solutions.
Table 20: Prompt template for the StackExchange dataset.
Method	Prompt
SimPrompt	Suppose you are a writer for posts in StackExchange. Please give an example of a question post in StackExchange about {post-class}.
AttrPrompt	Please give an example of a question post in StackExchange about {post-class} following the requirements below:1. Should focus on the scenario of {scenario};2. Should be in length between {length:min-words} and {length:max-words} words;3. The writing style of the question should be {style};4. The question should be in {depth};5. the review must be relevant to {post-class} and irrelevant to: {similar-class}.
5. Tutorial-Based: Ask for guidance or step-by-step instructions on how to achieve a specific task or goal, seeking expertise and advice from the community.
G.4.4 Depth of Knowledge
Prompts to ChatGPT. List 5 different levels of depth of knowledge for StackExchange Posts.
1. Beginner Level: Questions that address basic concepts and seek introductory explanations or guidance. These questions are suitable for individuals who are new to the topic.
2. Intermediate Level: Questions that require a moderate understanding of the topic and seek more specific information or solutions to intermediate-level problems.
3. Advanced Level: Questions that delve into complex concepts or advanced techniques, requiring a deeper understanding of the topic and seeking advanced solutions or insights.
4. Expert Level: Questions that involve specialized or advanced knowledge within a specific field, targeting experts or professionals seeking detailed and intricate solutions.
G.4.5 Prompt Template
See table 21 for details.
G.5 Prompts for arXiv Dataset
G.5.1 Key Attributes
Prompts to ChatGPT. What do you think are important attributes to generate diverse papers under a specific topic on arXiv. For example, one important attribute could be writing style...
Response from ChatGPT. Generating diverse papers under a specific topic on platforms like arXiv involves considering various important attributes. Here are a few attributes that can contribute to generating diverse papers:
Writing Style: Encouraging papers with different writing styles, such as technical, expository, theoretical, or empirical, can bring diversity to the presentation and appeal to a wider range of readers.
Subtopics: Promoting papers that explore different subtopics within the broader topic can provide comprehensive coverage and delve into specific areas of interest.
Techniques: Encouraging papers that employ different research methodologies, such as experimental, computational, or analytical, can bring diverse approaches to studying the topic.
Data Sources: Promoting papers that utilize diverse data sources, such as surveys, simulations, real-world datasets, or case studies, can offer different perspectives and insights into the topic.
Interdisciplinary Perspectives: Encouraging papers that incorporate interdisciplinary perspectives, drawing insights from multiple fields or combining methodologies from different disciplines, can contribute to a richer understanding of the topic.
G.5.2 Selected Attributes
1. Subtopics
2. Techniques
Table 21: Prompt template for the arXiv multi-label dataset.
Method	Prompt
SimPrompt	Please give a synthetic paper abstract about {paper-classes}.
AttrPrompt	Please write an abstract of a {paper-classes} paper in arXiv following the requirements below:
1. Should focus on the {subtotal};
2. Should be in length between {length:min-words} and {length:max-words} words;
3. The paper should use the technique relevant to {technique};
4. The style of the paper should be in {style};
3. Writing Styles
4. Length
Prompts to ChatGPT for Subtopics/Techniques. List 20 diverse subtopics/techniques for paper about {paper-class} in arXiv.
Response from ChatGPT. See section H.5 for details.
G.5.3 Writing Styles
Prompts to ChatGPT. List 5 different writing styles of arXiv papers.
1. Experimental: This style focuses on presenting empirical research with a strong emphasis on experimental design, data collection, and statistical analysis.
2. Theoretical: This style emphasizes the development of new theoretical frameworks or conceptual models.
3. Review: This style involves synthesizing and analyzing existing literature on a specific topic.
4. Case Study: This style presents an in-depth examination of a specific case or situation, aiming to provide insights into complex phenomena or phenomena that are context-specific.
G.5.4 Prompt Template
G.6 Prompts for AG News Dataset
The prompts are the same as the NYT dataset. The only difference is the subtopics for different labels. The subtopic information is listed in H.7 for details.
G.7 Prompts for Yelp/SST-2/IMDB Dataset
G.7.1 Key Attributes
Prompts to ChatGPT. What do you think are important attributes to generate some diverse reviews with sentiments? E.g. writing styles
Response from ChatGPT. Writing Styles: Utilizing different writing styles such as descriptive, narrative, persuasive, or humorous can create a diverse range of tones and emotions in the reviews.
Language and Tone: Varying the language and tone used in the reviews can evoke different sentiments. This can include formal or casual language, positive or negative tone, or even incorporating elements of storytelling.
Personal Experience: Sharing personal experiences and anecdotes in the reviews can add authenticity and emotional depth, allowing readers to connect with the sentiments expressed.
Descriptive Details: Including specific and vivid descriptions of the ambiance, decor, flavors, smells, or textures of the food can create a sensory experience that evokes various sentiments.
Table 22: Prompt template for the Yelp dataset.
Method	Prompt
SimPrompt	Suppose you are a review writer. Please give an example of a {sentiment} review in Yelp.
AttrPrompt	Please write a {sentiment} review for a restaurant, following the requirements below:1. The overall review should be {sentiment};2. It should be a {descriptive-details} restaurant;3. Should focus on {personal-experience};4. Should be in length between {length:min-words} and {length:max-words} words;5. The writing style of the review should be {style};
G.7.2 Selected Attributes
1. Personal Experience
2. Descriptive Details
3. Writing Styles
4. Length
G.7.3 Personal Experiences/Descriptive Details
Prompts to ChatGPT. Details are listed in Appendix H.7 and H.8.
G.7.4 Writing Styles
Prompts to ChatGPT. List 5 different writing styles of Restaurant Reviews (for Yelp).
1. Descriptive Style: Focuses on providing detailed descriptions of the restaurant's ambiance, decor, and overall atmosphere. It aims to paint a vivid picture of the dining experience.
2. Personal Narrative Style: Incorporates personal anecdotes and experiences from the visit to the restaurant. It adds a personal touch to the review and allows the reader to connect with the reviewer's perspective.
3. Analysis Style: Takes a more analytical approach by evaluating various aspects of the restaurant, such as food quality, service, cleanliness, and value for money.
4. Comparative Style: Compares the restaurant to similar establishments in terms of cuisine, price range, service quality, or other relevant factors.
5. Gastronomic Style: Focuses primarily on the food and beverage offerings of the restaurant.
Prompts to ChatGPT. List 5 different writing styles of Movie Reviews (for IMDB/SST-2).
1. Descriptive: Focuses on providing a detailed and vivid description of the movie and its elements.
2. Analytical: Analyzes and evaluates various aspects of the movie, such as the plot, acting, cinematography, and direction.
3. Persuasive: Aims to convince the reader to watch or avoid the movie by presenting strong arguments and opinions.
4. Comparative: Compares the movie to other films within the same genre or by the same director.
G.7.5 Prompt Template
See table 22 and 23 for details.
Table 23: Prompt template for the SST-2/IMDB dataset.
Method	Prompt
SimPrompt	Suppose you are a review writer. Please give an example of a {sentiment} review for a movie.
AttrPrompt	Please write a {sentiment} review for a movie, following the requirements below:1. The overall review should be {sentiment};2. It should be a {descriptive-details} movie ;3. Should focus on {personal-experience};4. Should be in length between {length:min-words} and {length:max-words} words;5. The writing style of the review should be {style};
H Details for LLM-Generated Attributes
H.1 NYT Attributes
H.1.1 Subtopics
We randomly select 5 categories in NYT dataset and display the corresponding subtopic attributes for each category:
- astronomy:
- Discoveries of exoplanets
- Black holes and their role in shaping galaxies
- The search for extraterrestrial life
- Gravitational waves and the study of the universe's origins
- The use of telescopes to explore the universe
- The mysteries of dark matter and dark energy
- Solar flares and their impact on Earth
- The history of the universe and its evolution over time
- Exploring the possibility of space tourism
- The exploration of our neighboring planets, such as Mars and Venus.
- baseball:
- Recent controversy surrounding sign-stealing scandal in MLB
- Breakdown of top prospects in minor league baseball
- Analysis of new rule changes for upcoming baseball season
- Coverage of recent World Series champions and their success
- In-depth profile of influential baseball figures, such as managers or players
- Updates on retired players and their post-baseball careers
- Highlighting standout performances by individual players or teams in recent games
- Coverage of international baseball leagues and their top players
- economy:
Job market and employment rates
- Interest rates and monetary policy
- Inflation and deflation
Economic growth and GDP
- Consumer spending and retail sales
- Income inequality and poverty
- GDP growth and contraction
Labor market trends
Economic impacts of natural disasters and pandemics
Housing market and real estate
- federal-budget:
- Deficit reduction strategies
Government spending priorities
- Tax reform proposals
- Agency budget cuts and restructuring
Budget negotiations and debates
- National debt projections
- Fiscal policy decisions
- Congressional budget proposals
Infrastructure spending plans
- Public opinion on federal budget issues
- movies:
- Box office records and trends for Hollywood blockbusters
- Pioneering techniques in film-making and special effects
- Representation and diversity in casting and storytelling
- Reviews and analysis of highly-anticipated new releases
- The impact of streaming services on movie distribution and consumption
- The intersection of politics and film, from socially-conscious storytelling to politically-charged controversies
- Profiles of notable actors, directors, and producers shaping the industry
- The changing landscape of film festivals and awards season
- Spotlight on independent and international cinema
- The legacy of classic films and their enduring cultural impact.
H.2 Amazon Attributes
H.2.1 Product Brands
We randomly select 5 categories in Amazon dataset and display the corresponding product brand attributes for each category:
- camera photographers:
- Canon
- Nikon
- Leica
- Hasselblad
-Fujifilm
- Lumix (Panasonic)
- GoPro
- Polaroid
- Yashica
- Mamiya
- jewelry_and_watches.:
- Rolex
Cartier
Tiffany & Co.
Bulgari
- Omega
- Patek Philippe
- Swarovski
-Gucci
- Michael Kors
- Pandora
- magazines.:
- Rolling Stone
Vogue
- National Geographic
- The New Yorker
-GQ
- Cosmopolitan
- People
- Time
- Sports Illustrated
- Forbes
- health_and_personale_care.:
- Johnson & Johnson
- Dove
- Colgate
- Head & Shoulders
- Merck
- Pfizer
- Merck
- Abbott Laboratories
- GlaxoSmithKline
toysGames.:
- Mattel
- Fisher-Price
-Hasbro
- Lego
-Nerf
- Barbie
Hot Wheels
-Playmobil
- MGA Entertainment
- Paw Patrol
H.2.2 Product Names
We randomly select 5 categories in Amazon dataset and display the corresponding product name attributes for each category:
sports_outdoors.:
Trekking poles
- Kayak
- Stand-up paddleboard
Treadmill
- Bike
Yoga mat
- Weightlifting gloves
- Athletic training cones
- Ab wheel
- Resistance bands
- Jump rope
Rollerskates
-Boxing gloves
- Basketball
- Football
- Golf clubs
- Tennis racquet
- camera/photo.:
- SnapShooter
- FocusReady
- ClickCapture
- MemoriesMatter
-FlashFinder
- PicturePerfect
- ShotSnap
- VisionVibe
- PixelPal
- FreezeFrame
AngleAttack
- SnapStash
- FrameFlair
SmileSnap
- ImageImpact
- ZoomZest
- ClickCrazy
- PixelPassion
- ShootSmart
- CaptionChamp.
grocery_and_gourmet_food.:
- Nutella
- Doritos
- Hellmann's Mayonnaise
Campbell's Soup
Ritz Crackers
-Quaker Oats
- Ben & Jerry's Ice Cream
- Tostitos Salsa
Goldfish Crackers
- Red Bull Energy Drink
McCormick Spices
Crystal Light Drink Mix
- Funyuns Onion Rings
- Skippy Peanut Butter
- Heinz Ketchup
Tabasco Hot Sauce
Hershey's Chocolate Syrup
- Nescafe Coffee
- Kraft Macaroni & Cheese
- Gatorade Sports Drink
baby.:
- Baby Swing
- Diaper Genie
- Milk Warmer
- Baby Carrier
- Car Seat
Baby Monitor
- Baby Food Maker
- Nursery Glider
- Changing Table
Baby Bouncer
-Playpen
- Teething Rings
- Baby Wipes Dispenser
- Baby Bath Tub
Bibs
- Baby Blankets
- Pacifier Clip
- Baby Sling
- Baby Napper
- Moses Basket
- outdoor_living.:
Sunbrella
- Weber
- Keter
Trex
- Solaira
Tropitone
- Bimini Solutions
- La-Z-Boy Outdoor
- Suncast
- Beltwood
-Quikrete
- Cosco Outdoor Living
- Anova Furnishings
Duramax
US Polymers
- Ostrich Chairs
- Carefree of Colorado
- Tuff Coat
- Fire Sense
Heritage Patios.
H.3 Reddit Attributes
H.3.1 Resources
We randomly select 5 categories in Reddit dataset and display the corresponding resource attributes for each category:
- buddy_crossing.:
- Meetup.com - a website that allows you to find and join groups of individuals with similar interests in your local area, including hiking, book clubs, and social events.
- The Buddy System: Understanding Mental Illness and Addiction - a book that explores the biology of addiction and provides a guide for friends and family members of individuals struggling with these issues.
- Lynda.com - a subscription-based online learning platform that provides courses on a variety of subjects including computer programming, business, web design, and more.
- Codecademy.com - an interactive online platform that teaches coding skills for free or through a subscription.
- Khan Academy - a nonprofit organization that provides free online courses in a wide range of subjects including math, science, and humanities to learners of all ages.
- Duolingo - a language-learning app that is available for free on the App Store and Google Play, offering courses in a variety of languages including Spanish, French, and German.
- MindBody App - a mobile app that helps users find and book local fitness, wellness, and beauty activities such as yoga classes, massages, and haircuts.
- Headspace - a meditation app that offers guided meditation courses to help users reduce stress and improve focus.
- The Knot - a website that provides tools and resources for wedding planning, including a Wedding Website Builder, guest list tracker, and registry management.
- Khan Academy - a nonprofit organization that provides free online courses in a wide range of subjects including math, science, and humanities to learners of all ages.
- Others resource for buddy_crossing.
the_division.:
- Division Builds - A subreddit dedicated to sharing and discussing various builds used in The Division.
- Division Zone - A website with extensive information on game mechanics, gear, and other important gameplay aspects.
- The Division Discord - A community-run Discord server where players can connect and find groups to play with.
- The Division Wiki - A comprehensive wiki with guides, tips, and information on everything related to The Division.
- Skill-Up's YouTube channel - A popular YouTube who provides detailed analysis and reviews of The Division's updates and patches.
- MarcoStyle's YouTube channel - Another popular YouTube who provides in-depth analysis and guides for The Division's gameplay and mechanics.
- The Division LFG - A website where players can find groups to play with, organize events, and share their experiences.
- The Division Zone Map - An interactive map that allows players to find important points of interest, loot, and other useful resources.
- The Division 2 subreddit - A community-run subreddit for the sequel, The Division 2, where players can share their experiences and discuss the game.
- Others resource for the_division.
- roblox.:
- Roblox Wiki (https://roblox.fandom.com/wiki/Main_Page)
- Roblox Developer Forum (https://devforum.roblox.com/)
Ultimate Guide to Making Your First Game on Roblox (https://medium.com/@Piranhari/ultimate-guide-to-making-your-first-game-on-roblox-part-1-f1fc63abfbe7)
- Roblox Blog (https://blog.roblox.com/)
- Roblox Studio Tutorials (https://www.youtube.com/playlist?list=PLuEQ5BB-Z1SgeZTAAq2w1K3kUfQ-yLEOj)
- The Roblox Developer Hub (https://developer.roblox.com/en-us/)
- Top 10 Roblox Games (https://www.techjunkie.com/top-10-best-roblox-games/)
- Roblox Discord Server (https://discord.gg/roblox)
- Roblox Support (https://en.help.roblox.com/hc/en-us)
- Top Roblox Youtubers to Follow (https://www.gamertweak.com/top-roblox-youtubers-to-follow/)
- Others resource for roblox.
- whatsthat_book.:
- Goodreads - A social platform for book lovers where users can search for books, create bookshelves, and write reviews.
- LibraryThing - A community-driven cataloging website where users can create and share their personal book collections.
- AbeBooks - An online marketplace for rare and out-of-print books, as well as other antique or collectible items.
- Shelfari - An online book club where users can share book recommendations and read reviews from others.
- Project Gutenberg - A digital library of freely available public domain books.
- Paperback Swap - A book trading community where users can exchange books with others across the US.
- Goodreads Librarians Group - A community of Goodreads users who help with book cataloging, including identifying books from incomplete information.
- Book Riot - A website featuring book reviews and book-related news, with an emphasis on diverse and underrepresented voices.
- The New York Times Book Review - A renowned weekly publication featuring book reviews, author interviews, and literary criticism.
- Others resource for whatsthat_book.
- pokemongo_friends.:
- Pokemon GO Hub: A comprehensive website dedicated to news, guides, and analysis on Pokemon GO.
- The Silph Road Subreddit: A community-run subreddit dedicated to research and analysis of Pokemon GO mechanics.
- Poke Assistant: A website that offers a range of tools to help you optimize your Pokemon GO experience, including IV calculators and gym battle simulations.
- The Trainer Club: A YouTube channel that provides daily updates, news, and tips for Pokemon GO trainers.
- Gotta Catch 'Em All: A Facebook group where you can connect with other Pokemon GO players and coordinate raid battles and other activities.
- Reddit's r/PocketonGOFriends Subreddit: A community of players looking for friends to exchange gifts and share invites for raids.
- The PokeMap: A website that allows you to find nearby Pokemon on a map in real-time.
- Poke Genie: An app that automatically calculates IVs and other stats for your Pokemon, saving you time and headaches.
- Pokemon GO Gamepress: A website that offers detailed breakdowns and analysis of Pokemon, movesets, and other game mechanics.
- The Go Ranger App: An app that helps you plan your raids and battles, with intuitive mapper tools and filters to help you find the Pokemon you're looking for.
- Others resource for pokemongo_friends.
H.3.2 Experience
We randomly select 5 categories in Reddit dataset and display the corresponding experience attributes for each category:
- build_a_pc::
- DIY PC Builds: Sharing personal experiences and success stories of building custom PCs, discussing component choices, troubleshooting, and performance optimizations.
- Budget-Friendly Builds: Discussing experiences with building PCs on a tight budget, sharing cost-saving tips, and recommendations for budget-friendly components.
- Cable Management: Sharing personal experiences and tips for effective cable management in PC builds, discussing cable routing techniques and showcasing clean build aesthetics.