Diverge

prompt stringlengths 16 193	category_list listlengths 1 4
TrueNAS: Is there any benefit to creating a separate pool for data that is irreplaceable, or is it better to just add an additional backup for that dataset?	[ "Problem Solving", "Decision Support", "Concept Explanations" ]
I have 10 years of experience in web software development field. What can I do to improve my skill?	[ "Skill Development", "Personal Advice", "Recommendations" ]
what's the best way to switch scenes behind a closed elevator door in blender without using a video editor?	[ "Problem Solving", "Skill Development" ]
Heres some LUA code of a Factorio mod. Can you find some mistakes and fix it? It is supposed to create chests which are linked together based on an ID set in the inventories input field.	[ "Problem Solving", "Skill Development", "Decision Support" ]
What is the best way to do day trading from 100 dollars?	[ "Skill Development", "Problem Solving", "Decision Support", "Recommendations" ]
what is the best business to do with 1000 canadian dollars	[ "Decision Support", "Recommendations", "Problem Solving" ]
What is a meal with good macros from Taco Bell that does not contain beans?	[ "Recommendations", "Problem Solving", "Decision Support" ]
can you make a tax calculator only using methods or features specific to ruby?	[ "Problem Solving", "Skill Development", "Ideation and Brainstorming" ]
I want to be better at using my Behringer RD-9 Analog Drum Machine as an instrument. Please write me a plan for how I can improve.	[ "Skill Development", "Problem Solving" ]
best programming language for option source contribution	[ "Opinion-Based Questions", "Recommendations", "Ideation and Brainstorming" ]
Please explain entropy in simple terms whitch even 14 years old can understand	[ "Concept Explanations", "Skill Development" ]
if i want to avoid porn website, which specific website should i avoid the most?	[ "Personal Advice", "Recommendations", "Value-Laden Questions" ]
I want you to give a key point of book "5 second rule"	[ "Concept Explanations" ]
what are some of the cheapest mountains to climb in the world	[ "Recommendations", "Decision Support" ]
why if i put link of an image to .html file it cant be read in tomcat if i have filter	[ "Problem Solving", "Concept Explanations" ]
What are the most fun things to do in Southampton?	[ "Recommendations", "Opinion-Based Questions" ]
What websites sell alternative clothes in the UK that would suit a 32 year old man who mostly wears checked shirts with jeans and wants to dress more adventurously?	[ "Recommendations", "Personal Advice" ]
ind at least 5 methodologies to solve regression tasks, classification tasks, and unsupervised learning (5 for each).	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
Make a program that gives you bitcoin to your coinbase wallet	[ "Problem Solving", "Skill Development" ]
recommend me material with links to free courses on how to start reverse engineering as a begginer	[ "Recommendations", "Skill Development" ]
help me find the name of a book. In the books there are heroes and villains. Protagonist is a male and can copy other's powers.	[ "Recommendations", "Ideation and Brainstorming", "Problem Solving" ]
Give me some examples of meals with good macros from fast food chains that do not contain beans	[ "Recommendations", "Problem Solving", "Skill Development" ]
converet pdf to docx while preserving styling and formatting in java	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
how to keep a function running in python	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
explain jacobian	[ "Concept Explanations" ]
C246 Can you recommend a motherboard similar to WS C246 Pro that supports the same CPU, at least 64GB of ECC RAM, but provides more PCIe slots and more PCIe lanes?	[ "Recommendations", "Problem Solving" ]
can you suggest me a website where I can play games that support controller	[ "Recommendations", "Problem Solving" ]
How to find recorded university lectures	[ "Problem Solving", "Recommendations" ]
is pacing around my room bad for my joints? i try to raise my daily steps number by pacing back and forth around my room but i wonder if it could cause some health problems.	[ "Problem Solving", "Personal Advice", "Concept Explanations" ]
Explain to me how SAP stores orders in its database structure	[ "Concept Explanations" ]
act as a freelance architectural designer, you want to build your presence online on tweeter, what subject will you tweett about	[ "Recommendations", "Ideation and Brainstorming", "Skill Development" ]
Is there any existing open source AI model which can be used for training for play 3d video games	[ "Recommendations", "Concept Explanations", "Skill Development" ]
what is the absolute cheapest way to build a eurorack case	[ "Problem Solving", "Ideation and Brainstorming", "Skill Development" ]
What are the security concerns when travelling to Italy?	[ "Recommendations", "Concept Explanations", "Personal Advice" ]
Please explain building a custom arc in rust language	[ "Concept Explanations", "Skill Development" ]
2d fortune voronoi mesh with boundary clipping in C#	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
where can I download free audiobook	[ "Recommendations", "Problem Solving" ]
Acting as a sales manager, tell me 3 tips for being a better salesperson.	[ "Skill Development", "Problem Solving" ]
1. Design a circuit in which two different switches can be used to operate the same light bulb form opposite sides of a room.	[ "Problem Solving", "Skill Development" ]
Best Project Management Textbooks	[ "Recommendations" ]
sample Project Manager interview sample and answers	[ "Skill Development", "Recommendations" ]
please find a similar npn transistor to a d2006, with 700mA or greater collector current.	[ "Problem Solving", "Recommendations", "Skill Development" ]
I am gonna build a website targeted to wide rage of captions. here are 4 domain names please suggest which is the best: captionsduniya.com captionsbeast.com Captionsbyte.com captionsfactory.com	[ "Decision Support", "Recommendations" ]
dogot c++ plugin example	[ "Skill Development", "Problem Solving" ]
In jetpack compose material3, how can I add a graph that shows my expenses, it is also able to switch between daily, weekly, monthly, and yearly in an alternating style?	[ "Problem Solving", "Skill Development" ]
I want to train a GAN on dungeon maps extracted from nethack game. Which GAN you suggest.	[ "Recommendations", "Problem Solving", "Skill Development" ]
i think my graphics card is blowing up, a checkerboard pattern keeps showing up on my monitor sometimes	[ "Problem Solving", "Personal Advice" ]
how increase sensitivity of optical ring resonator accelerometer sensor	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
How do i program a Priority Queue with Nodes in Java?	[ "Skill Development", "Problem Solving", "Concept Explanations" ]
why my bands on gel electrophoresis are not visible?	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
Do you know any easy / fast way to translate python disassembled bytecode to regular python code? An online service or any automated way.	[ "Problem Solving", "Recommendations", "Skill Development" ]
What do you know about modding Sonic Robo Blast 2?	[ "Concept Explanations", "Skill Development", "Recommendations" ]
How do I perform a literary review for my research paper	[ "Skill Development", "Problem Solving", "Concept Explanations" ]
how to build the quality system in garment factory?	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
I keep getting this error "error: a bin target must be available for `cargo run` " while trying to run this https://github.com/burn-rs/burn	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
header library of HS1101LF humidity sensor in C for using radiosonde	[ "Problem Solving", "Skill Development", "Recommendations" ]
You are a 24-year-old guy with one year of work experience, want to do Amazon what conditions need to prepare	[ "Problem Solving", "Skill Development", "Personal Advice" ]
In rust, how to create libraries and sub-crates?	[ "Skill Development", "Concept Explanations", "Problem Solving" ]
Hi, how to make some really good rose oil?	[ "Skill Development", "Problem Solving", "Recommendations" ]
qt golang app to read arabic quran using api	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
how to safely eat raw meat	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
tell me about using secondary data and the benefits in doing so (with embedded harvard references)	[ "Concept Explanations", "Skill Development" ]
List new streetwear brands	[ "Recommendations" ]
find hotels or motels that have a sink in Snyder, Texas	[ "Problem Solving", "Recommendations" ]
What is the easiest way to obtain a phd by prior publication in the UK?	[ "Problem Solving", "Recommendations", "Personal Advice" ]
what's the easiest or best way to creation a blender animation where the camera is sliding down a slide?	[ "Skill Development", "Problem Solving" ]
make a guide on how to replace Gwen used at https://github.com/AscensionGameDev/Intersect-Engine/tree/main/Intersect.Client/ by Myra (https://github.com/rds1983/Myra/)	[ "Skill Development", "Problem Solving", "Concept Explanations" ]
Should I take a course to improve my proficiency in GIS?	[ "Decision Support", "Skill Development", "Personal Advice" ]
Teach me AI powered training ?	[ "Concept Explanations", "Skill Development" ]
How to use video to train an AI model?	[ "Concept Explanations", "Skill Development" ]
Explain the indications of heparin in sle	[ "Concept Explanations", "Problem Solving" ]
Explain Heart failure and when to say it's heart failure with its causes and how sle cause hf and management	[ "Concept Explanations", "Problem Solving" ]
What is the best way to cook salmon?	[ "Problem Solving", "Recommendations" ]
find hotels or motels that have a sink in snyder texas	[ "Recommendations", "Problem Solving" ]
https://www.youtube.com/watch?v=E_oEB-xZpBM&ab_channel=k0ssek how can I make a fivem volley ball script identical to this	[ "Skill Development", "Problem Solving", "Recommendations" ]
tell me about bitcoin	[ "Concept Explanations" ]
https://www.cnblogs.com/images/cnblogs_com/swarmbees/1497876/o_table_multiHeader.png 如何用python plotly绘制上面图片中那样的多级表头	[ "Problem Solving", "Skill Development" ]
explain transistor in detail as an amplifier	[ "Concept Explanations", "Skill Development" ]
how can i earn money from internet?	[ "Problem Solving", "Skill Development", "Recommendations" ]
What materials are compatible with hydrogen ?	[ "Concept Explanations", "Problem Solving" ]
Scientifically and descriptively explain different learning styles (Visual, Auditory, and Kinesthetic Learners). Keep the explanation more than 1,000 words.	[ "Concept Explanations", "Skill Development" ]
"Give me a list of interview questions & thier answers on AWS Databases for AWS DevOps engineers only While giving answers, first write a question, then give the answer"	[ "Problem Solving", "Skill Development", "Recommendations" ]
What is important to consider when deciding whether to deploy Pi-hole on a Raspberry Pi 2B vs a Raspberry Pi 3?	[ "Problem Solving", "Decision Support", "Skill Development" ]
how to instal win 11 without tpm2 and secureboot?	[ "Problem Solving", "Skill Development" ]
golang telegrab bot example	[ "Skill Development", "Problem Solving" ]
How would you go about introducing shading into a 3D game written in C# and Monogame?	[ "Skill Development", "Problem Solving", "Concept Explanations" ]
how do i make a online product that will make me hundreds?	[ "Problem Solving", "Skill Development", "Ideation and Brainstorming", "Personal Advice" ]
Immigration life hack for moroccan	[ "Recommendations", "Personal Advice", "Problem Solving" ]
the best car for $10,000	[ "Recommendations", "Opinion-Based Questions" ]
how do i fall asleep better?	[ "Personal Advice", "Skill Development" ]
Build a scraper for https://arcjav.arcjavdb.workers.dev/0:/001-050/%E4%B8%8A%E5%8E%9F%E4%BA%9A%E8%A1%A3/	[ "Problem Solving", "Skill Development" ]
Do you know of any survey websites that offer money for people's time?	[ "Recommendations" ]
explain the anatomy of location and arteries and veins and nerves then histology then physiology for each part of renal system according to textbooks	[ "Concept Explanations", "Skill Development" ]
I'm working on a fivem volley ball script written in lua. I'm unsure how to detect if the ball hits the ground and also do the physics of the player interacting with the object	[ "Problem Solving", "Skill Development", "Concept Explanations" ]
The best online stores in Iran	[ "Recommendations", "Opinion-Based Questions" ]
machine learning classifiers	[ "Concept Explanations" ]
top 10 in-person training courses for senior software engineers	[ "Recommendations", "Skill Development" ]
Write code to recursively find all the direct urls to the files at https://arcjav.arcjavdb.workers.dev/0:/001-050/%E4%B8%8A%E5%8E%9F%E4%BA%9A%E8%A1%A3/	[ "Problem Solving", "Skill Development" ]
Can you give advise about business?	[ "Personal Advice", "Skill Development" ]
how to make and grow a gaming youtube channel in just one week?	[ "Skill Development", "Problem Solving", "Recommendations" ]

Diverge

Diverge is derived from infinite-chats. Diverge is constructed to support research on diversity-aware retrieval-augmented generation (RAG) in open information-seeking settings.

Source Data

Diverge is built upon Dataset Infinite-Chats, To focus on open-ended and opinion-diverse tasks, we define a predefined set of ten high-level categories: Problem Solving, Decision Support, Concept Explanations, Skill Development, Recommendations, Opinion-Based Questions, Value-Laden Questions, Controversial Questions, Ideation and Brainstorming, and Personal Advice.

For each conversation, we extract the user prompt by selecting the first message whose role is labeled as user. All other conversational context is discarded. We randomly iterate through the dataset sequentially and collect instances satisfying the category constraint until reaching a fixed budget.

📄 Associated Paper:
DIVERGE: Diversity-Enhanced Retrieval-Augmented Generation for Open-Ended Questions

Citation

If you use this dataset, please cite:

@article{hu2026diverge,
  title={DIVERGE: Diversity-Enhanced RAG for Open-Ended Information Seeking},
  author={Hu, Tianyi and Tandon, Niket and Arora, Akhil},
  journal={arXiv preprint arXiv:2602.00238},
  year={2026}
}

Downloads last month: -

Size of downloaded dataset files:

8.91 kB

Size of the auto-converted Parquet files:

8.91 kB

Number of rows:

100

Paper for au-clan/Diverge

DIVERGE: Diversity-Enhanced RAG for Open-Ended Information Seeking

Paper • 2602.00238 • Published Jan 30