Humanual Datasets
Collection
Benchmarking LLM-based user simulators • 7 items • Updated • 2
Datasets:
completion stringlengths 1 5.46k | post_id stringclasses 892
values | user_id stringlengths 16 16 | timestamp float64 1.54B 1.68B | turn_id int64 1 10 | persona stringlengths 1.98k 8.12k | prompt stringlengths 3.7k 79.7k | metadata stringlengths 1.8k 630k |
|---|---|---|---|---|---|---|---|
These are wonderful cat puddles! | ef49r2 | 7268ee7aaf04a204 | 1,577,262,208 | 3 | {"demographics": {"age group": "24-25 years old", "gender": "NA", "location": "NA", "occupation": "NA", "nationality": "NA", "other": "NA"}, "interests": ["Social justice issues, particularly racial discrimination and microaggressions in workplace settings", "Pet appreciation, especially dogs and cats, with enthusiasti... | [{"content": "AITA for gifting my sister pictures of my dog?\n\nI'm a bit of a jackass I will admit, but hear me out. So today I was at my parent's house to celebrate Christmas Eve with my side of the family (as this year I will be spending Christmas with my girlfriend's this year). Anyways, we opened presents up early... | {"_fetched": true, "all_awardings": [], "approved_at_utc": null, "approved_by": null, "archived": true, "associated_award": null, "author": "7268ee7aaf04a204", "author_cakeday": null, "author_flair_background_color": "#3b2921", "author_flair_css_class": null, "author_flair_richtext": [], "author_flair_template_id": "0f... |
ESH. Idc if i get downvotes. It seems that you are trying fo make yourself look as innocent as possilbe and some people here are calling for it. You didnt say what the argument was about and u just dropped ur kids off at your sisters house like nothing ever happened. | miquq1 | 2b892ba11bbd42ad | 1,617,402,417 | 1 | {"demographics": {"age group": "20-21 years old (was 20 in July 2020, last post April 2021)", "gender": "NA", "location": "NA", "occupation": "NA", "nationality": "NA", "other": "Has personal experience with bullying during school years; mentions being bullied 'as well' when relating to others' experiences"}, "interest... | [{"content": "AITA for not babysitting for my sister in law any more after she called the police on me?\n\nMy sister in law and I have an agreement. She watches my kids 3 days a week, and I watch hers 3 days a week. This agreement has stood since March 2020 without issues. Any changes have been discussed weeks in advan... | {"_fetched": true, "all_awardings": [], "approved_at_utc": null, "approved_by": null, "archived": true, "associated_award": null, "author": "2b892ba11bbd42ad", "author_cakeday": null, "author_flair_background_color": null, "author_flair_css_class": null, "author_flair_richtext": [], "author_flair_template_id": null, "a... |
NTA! Shame on him! | hk5vqi | b4d29f7fb399a7cd | 1,593,734,563 | 1 | {"demographics": {"age group": "NA", "gender": "NA", "location": "NA", "occupation": "NA", "nationality": "NA", "other": "NA"}, "interests": ["Family dynamics and parent-child relationships, particularly responding to posts about therapy sessions, guardianship decisions, and parenting conflicts", "Child welfare and saf... | [{"content": "AITA for pressing charges against my son?\n\nMy son (28) was visiting us for a couple days and was at my house alone babysitting my daughters kid.\n\nAccording to my son, the other day my 4-year-old granddaughter (his niece) pulled down the TV and broke it. My son told us that he took the TV to the dump a... | {"_fetched": true, "all_awardings": [], "approved_at_utc": null, "approved_by": null, "archived": true, "associated_award": null, "author": "b4d29f7fb399a7cd", "author_cakeday": null, "author_flair_background_color": null, "author_flair_css_class": null, "author_flair_richtext": [], "author_flair_template_id": null, "a... |
Then they could sit with themselves between the kid and other people. And even bring like a file folder to hold up as a barrier to him seeing. They could pay extra to get a 4th seat for an extra buffer.
They're AHs. | ut5mbn | 3526473ae6c4f7b8 | 1,653,002,698 | 3 | {"demographics": {"age group": "NA", "gender": "NA", "location": "NA", "occupation": "NA", "nationality": "NA", "other": "Married for at least 15 years as of 2020, has a husband, uses kanban boards for household management"}, "interests": ["Language and linguistics, as shown by commenting 'There's no language on Earth ... | [{"content": "AITA for telling a family to fly private?\n\nI was recently flying from NYC to LAX for a work trip and I had the displeasure of sitting next to a family and a little boy (9). I got on the plane in the midst of issues with my diabetes and I needed to eat within two hours so I began snacking. I immediately ... | {"_fetched": true, "all_awardings": [], "approved_at_utc": null, "approved_by": null, "archived": true, "associated_award": null, "author": "3526473ae6c4f7b8", "author_cakeday": null, "author_flair_background_color": null, "author_flair_css_class": null, "author_flair_richtext": [], "author_flair_template_id": null, "a... |
Her job is to sell drinks and food to make a profit for the restaurant owners. Not providing the beer the husband ordered would be unprofessional. There would be no way to please that couple, so she just needs to sell as much as possible. She was very professional. | j1d4gn | 5e126a74f28f2c38 | 1,601,323,131 | 3 | {"demographics": {"age group": "NA", "gender": "Likely female (references 'my husband' learning their language)", "location": "France (explicitly states 'here in France')", "occupation": "Teacher in higher education (states 'I'm a teacher in higher education')", "nationality": "French or French resident (discusses Fran... | [{"content": "AITA for refusing to return a tip AND telling a couple that I dont have time to play mediator?\n\nI'm a 22 year old, female waitress at Texas Roadhouse. This is one of my two jobs to put myself through college. Most days are fine but other days are a living hell.\n\nYesterday I was assigned a table that h... | {"_fetched": true, "all_awardings": [], "approved_at_utc": null, "approved_by": null, "archived": true, "associated_award": null, "author": "5e126a74f28f2c38", "author_cakeday": null, "author_flair_background_color": null, "author_flair_css_class": null, "author_flair_richtext": [], "author_flair_template_id": null, "a... |
I am also proud of you! It’s so hard to stand up to family members, but you do not have to take their nonsense because you’re related, because she’s pregnant, because you inherited and they didn’t. You are just beginning your adult life- don’t let them pull you down. You’re doing great. Keep it up. | kb6uo4 | 066e1ad9091dd6d5 | 1,607,725,120 | 3 | {"demographics": {"age group": "NA", "gender": "Female (identifies as 'bi lady' married to a man)", "location": "NA", "occupation": "NA", "nationality": "NA", "other": "Bisexual, married for at least 8 years as of 2020, navigates heteronormative family spaces while maintaining LGBTQ+ identity"}, "interests": ["LGBTQ+ r... | [{"content": "AITA for selling my family home because my pregnant sil ate my dinner\n\nI know shitty title but I\u2019m in a rush to get to work so excuse my grammar \n\nAlso I want to point out me and my brother have two different fathers \n\n\nI (19f) lost my father last year to cancer he left me 90% of his stuff inc... | {"_fetched": true, "all_awardings": [], "approved_at_utc": null, "approved_by": null, "archived": true, "associated_award": null, "author": "066e1ad9091dd6d5", "author_cakeday": null, "author_flair_background_color": "#3b2921", "author_flair_css_class": null, "author_flair_richtext": [], "author_flair_template_id": "0f... |
Not going to lie ... this post made my house real dusty all of sudden. Badly affected my eyes. | etguwh | edbef0a8cdb68dab | 1,579,909,500 | 1 | {"demographics": {"age group": "NA", "gender": "NA", "location": "NA", "occupation": "NA", "nationality": "NA", "other": "Was unwed/single as of July 2019; owns/rents their own house that they clean themselves; personally knows identical twins well enough to distinguish them"}, "interests": ["Family dynamics and interp... | [{"content": "UPDATE: AITA for letting my brother call me \"dad\" and refusing to tell him the ugly truth?\n\nOriginal post: https://www.reddit.com/r/AmItheAsshole/comments/ehmsme/aita_for_letting_my_brother_call_me_dad_and/?utm_medium=android_app&utm_source=share\n\nHey guys! So many people wanted me to update on my p... | {"_fetched": true, "all_awardings": [], "approved_at_utc": null, "approved_by": null, "archived": true, "associated_award": null, "author": "edbef0a8cdb68dab", "author_cakeday": null, "author_flair_background_color": "#3b2921", "author_flair_css_class": null, "author_flair_richtext": [], "author_flair_template_id": "0f... |
"When my Mom was ill and using a wheelchair, the disabled parking at her doctor's office was cut in (...TRUNCATED) | hidzc5 | 4b3ea443d37f4f55 | 1,593,530,062 | 6 | "{\"demographics\": {\"age group\": \"NA\", \"gender\": \"NA\", \"location\": \"NA (likely United St(...TRUNCATED) | "[{\"content\": \"AITA for not telling someone I can read lips\\n\\nThis happened pre COVID btw.\\n\(...TRUNCATED) | "{\"_fetched\": true, \"all_awardings\": [], \"approved_at_utc\": null, \"approved_by\": null, \"arc(...TRUNCATED) |
"Such an awful, mercenary way of thinking. The thought doesn't matter, and the usefulness doesn't ma(...TRUNCATED) | ov7s4p | e0888bbe520ed67f | 1,627,755,962 | 6 | "{\"demographics\": {\"age group\": \"NA\", \"gender\": \"Male (identifies as 'queer dude')\", \"loc(...TRUNCATED) | "[{\"content\": \"AITA for no longer making toys and furniture for my former SIL after her new husba(...TRUNCATED) | "{\"_fetched\": true, \"all_awardings\": [], \"approved_at_utc\": null, \"approved_by\": null, \"arc(...TRUNCATED) |
"NTA. I laughed. That’s awesome! Maybe mamas got to learn a new phrase because if she didn’t as(...TRUNCATED) | tb6ywm | 3f89b628394609f8 | 1,646,943,900 | 2 | "{\"demographics\": {\"age group\": \"NA\", \"gender\": \"NA\", \"location\": \"NA\", \"occupation\"(...TRUNCATED) | "[{\"content\": \"AITA for teaching my (20M) niece (4F) to say \\\"el chupacabra\\\"when her mom (32(...TRUNCATED) | "{\"_fetched\": true, \"all_awardings\": [], \"approved_at_utc\": null, \"approved_by\": null, \"arc(...TRUNCATED) |
End of preview. Expand in Data Studio
Humanual-Opinion
Reddit users expressing opinions across diverse personal-issue threads (r/AITA), reflecting moral standards on controversial topics like family conflicts and life decisions. This dataset is part of the HumanLM benchmark for training user simulators that accurately reflect real user behavior.
Source: Reddit r/AITA via asyncpraw · Domain: Social Media & Opinion · Date Range: 2018-11-12 to 2025-09-08
The dataset contains 42,332 comments from 4,567 users across 992 posts, with an average of 3.55 turns per conversation. Each example includes the user's persona, conversation context, and ground-truth response.
Splits: train (37,791) · val (1,177) · test (3,364)
| Column | Description |
|---|---|
prompt |
Reddit post and parent comments as a list of messages with role and content fields |
completion |
The ground-truth user comment to generate |
persona |
User's commenting history and stance patterns on r/AITA |
post_id |
Reddit post ID |
user_id |
SHA-256 hashed Reddit username (for privacy) |
timestamp |
Unix timestamp of when the comment was posted |
turn_id |
Depth in the comment thread (1 = direct reply to post) |
metadata |
Reddit metadata as JSON (subreddit, score, awards, etc.) |
Quick Start
from datasets import load_dataset
dataset = load_dataset("snap-stanford/humanual-opinion")
sample = dataset["train"][0]
print(sample["persona"]) # User persona
print(sample["prompt"]) # Conversation context
print(sample["completion"]) # Ground-truth response
Citation
@article{wu2026humanlm,
title={HUMANLM: Simulating Users with State Alignment Beats Response Imitation},
url={https://humanlm.stanford.edu/},
author={Wu, Shirley and Choi, Evelyn and Khatua, Arpandeep and Wang, Zhanghan and He-Yueya, Joy and Weerasooriya, Tharindu Cyril and Wei, Wei and Yang, Diyi and Leskovec, Jure and Zou, James},
year={2026}
}
Released under CC BY-NC 4.0.
- Downloads last month
- 629