metadata
configs:
- config_name: default
default: true
data_files:
- split: train
path: data/train/**/*.parquet
- split: validation
path: data/validation/**/*.parquet
- split: test
path: data/test/**/*.parquet
- config_name: ABCD
data_files:
- split: train
path:
- data/train/ABCD.parquet
- split: validation
path:
- data/validation/ABCD.parquet
- split: test
path:
- data/test/ABCD.parquet
- config_name: AMI
data_files:
- split: train
path:
- data/train/AMI.parquet
- split: validation
path:
- data/validation/AMI.parquet
- split: test
path:
- data/test/AMI.parquet
- config_name: AirDialogue
data_files:
- split: train
path:
- data/train/AirDialogue.parquet
- split: validation
path:
- data/validation/AirDialogue.parquet
- split: test
path:
- data/test/AirDialogue.parquet
- config_name: BiTOD
data_files:
- split: train
path:
- data/train/BiTOD.parquet
- split: validation
path:
- data/validation/BiTOD.parquet
- split: test
path:
- data/test/BiTOD.parquet
- config_name: CCPE-M
data_files:
- split: train
path:
- data/train/CCPE-M.parquet
- split: validation
path:
- data/validation/CCPE-M.parquet
- split: test
path:
- data/test/CCPE-M.parquet
- config_name: CRD3
data_files:
- split: train
path:
- data/train/CRD3.parquet
- split: validation
path:
- data/validation/CRD3.parquet
- split: test
path:
- data/test/CRD3.parquet
- config_name: CaSiNo
data_files:
- split: train
path:
- data/train/CaSiNo.parquet
- split: validation
path:
- data/validation/CaSiNo.parquet
- split: test
path:
- data/test/CaSiNo.parquet
- config_name: CraigslistBargains
data_files:
- split: train
path:
- data/train/CraigslistBargains.parquet
- split: validation
path:
- data/validation/CraigslistBargains.parquet
- split: test
path:
- data/test/CraigslistBargains.parquet
- config_name: Deal or No Deal
data_files:
- split: train
path:
- data/train/Deal or No Deal.parquet
- split: validation
path:
- data/validation/Deal or No Deal.parquet
- split: test
path:
- data/test/Deal or No Deal.parquet
- config_name: DuRecDial-2.0
data_files:
- split: train
path:
- data/train/DuRecDial-2.0.parquet
- split: validation
path:
- data/validation/DuRecDial-2.0.parquet
- split: test
path:
- data/test/DuRecDial-2.0.parquet
- config_name: FITS
data_files:
- split: train
path:
- data/train/FITS.parquet
- split: validation
path:
- data/validation/FITS.parquet
- split: test
path:
- data/test/FITS.parquet
- config_name: FRAMES
data_files:
- split: train
path:
- data/train/FRAMES.parquet
- split: validation
path:
- data/validation/FRAMES.parquet
- split: test
path:
- data/test/FRAMES.parquet
- config_name: ICSI
data_files:
- split: train
path:
- data/train/ICSI.parquet
- split: validation
path:
- data/validation/ICSI.parquet
- split: test
path:
- data/test/ICSI.parquet
- config_name: INSPIRED
data_files:
- split: train
path:
- data/train/INSPIRED.parquet
- split: validation
path:
- data/validation/INSPIRED.parquet
- split: test
path:
- data/test/INSPIRED.parquet
- config_name: KVRET
data_files:
- split: train
path:
- data/train/KVRET.parquet
- split: validation
path:
- data/validation/KVRET.parquet
- split: test
path:
- data/test/KVRET.parquet
- config_name: MSC
data_files:
- split: train
path:
- data/train/MSC.parquet
- split: validation
path:
- data/validation/MSC.parquet
- split: test
path:
- data/test/MSC.parquet
- config_name: MULTIWOZ2_2
data_files:
- split: train
path:
- data/train/MULTIWOZ2_2.parquet
- split: validation
path:
- data/validation/MULTIWOZ2_2.parquet
- split: test
path:
- data/test/MULTIWOZ2_2.parquet
- config_name: MetaLWOZ
data_files:
- split: train
path:
- data/train/MetaLWOZ.parquet
- split: validation
path:
- data/validation/MetaLWOZ.parquet
- split: test
path:
- data/test/MetaLWOZ.parquet
- config_name: MuDoCo
data_files:
- split: train
path:
- data/train/MuDoCo.parquet
- split: validation
path:
- data/validation/MuDoCo.parquet
- split: test
path:
- data/test/MuDoCo.parquet
- config_name: MulDoGO
data_files:
- split: train
path:
- data/train/MulDoGO.parquet
- split: validation
path:
- data/validation/MulDoGO.parquet
- split: test
path:
- data/test/MulDoGO.parquet
- config_name: MutualFriends
data_files:
- split: train
path:
- data/train/MutualFriends.parquet
- split: validation
path:
- data/validation/MutualFriends.parquet
- split: test
path:
- data/test/MutualFriends.parquet
- config_name: OpenDialKG
data_files:
- split: train
path:
- data/train/OpenDialKG.parquet
- split: validation
path:
- data/validation/OpenDialKG.parquet
- split: test
path:
- data/test/OpenDialKG.parquet
- config_name: Redial
data_files:
- split: train
path:
- data/train/Redial.parquet
- split: validation
path:
- data/validation/Redial.parquet
- split: test
path:
- data/test/Redial.parquet
- config_name: SGD
data_files:
- split: train
path:
- data/train/SGD.parquet
- split: validation
path:
- data/validation/SGD.parquet
- split: test
path:
- data/test/SGD.parquet
- config_name: STAR
data_files:
- split: train
path:
- data/train/STAR.parquet
- split: validation
path:
- data/validation/STAR.parquet
- split: test
path:
- data/test/STAR.parquet
- config_name: Taskmaster-4
data_files:
- split: train
path:
- data/train/Taskmaster-4.parquet
- split: validation
path:
- data/validation/Taskmaster-4.parquet
- split: test
path:
- data/test/Taskmaster-4.parquet
- config_name: Taskmaster1
data_files:
- split: train
path:
- data/train/Taskmaster1.parquet
- split: validation
path:
- data/validation/Taskmaster1.parquet
- split: test
path:
- data/test/Taskmaster1.parquet
- config_name: Taskmaster2
data_files:
- split: train
path:
- data/train/Taskmaster2.parquet
- split: validation
path:
- data/validation/Taskmaster2.parquet
- split: test
path:
- data/test/Taskmaster2.parquet
- config_name: Taskmaster3
data_files:
- split: train
path:
- data/train/Taskmaster3.parquet
- split: validation
path:
- data/validation/Taskmaster3.parquet
- split: test
path:
- data/test/Taskmaster3.parquet
- config_name: Topical-Chat
data_files:
- split: train
path:
- data/train/Topical-Chat.parquet
- split: validation
path:
- data/validation/Topical-Chat.parquet
- split: test
path:
- data/test/Topical-Chat.parquet
- config_name: TweetSumm
data_files:
- split: train
path:
- data/train/TweetSumm.parquet
- split: validation
path:
- data/validation/TweetSumm.parquet
- split: test
path:
- data/test/TweetSumm.parquet
- config_name: chitchat-dataset
data_files:
- split: train
path:
- data/train/chitchat-dataset.parquet
- split: validation
path:
- data/validation/chitchat-dataset.parquet
- split: test
path:
- data/test/chitchat-dataset.parquet
- config_name: contextual-abuse
data_files:
- split: train
path:
- data/train/convokit/contextual-abuse.parquet
- split: validation
path:
- data/validation/convokit/contextual-abuse.parquet
- split: test
path:
- data/test/convokit/contextual-abuse.parquet
- config_name: deli-corpus
data_files:
- split: train
path:
- data/train/convokit/deli-corpus.parquet
- split: validation
path:
- data/validation/convokit/deli-corpus.parquet
- split: test
path:
- data/test/convokit/deli-corpus.parquet
- config_name: diplomacy-corpus
data_files:
- split: train
path:
- data/train/convokit/diplomacy-corpus.parquet
- split: validation
path:
- data/validation/convokit/diplomacy-corpus.parquet
- split: test
path:
- data/test/convokit/diplomacy-corpus.parquet
- config_name: fomc-corpus
data_files:
- split: train
path:
- data/train/convokit/fomc-corpus.parquet
- split: validation
path:
- data/validation/convokit/fomc-corpus.parquet
- split: test
path:
- data/test/convokit/fomc-corpus.parquet
- config_name: gap-corpus
data_files:
- split: train
path:
- data/train/convokit/gap-corpus.parquet
- split: validation
path:
- data/validation/convokit/gap-corpus.parquet
- split: test
path:
- data/test/convokit/gap-corpus.parquet
- config_name: iq2-corpus
data_files:
- split: train
path:
- data/train/convokit/iq2-corpus.parquet
- split: validation
path:
- data/validation/convokit/iq2-corpus.parquet
- split: test
path:
- data/test/convokit/iq2-corpus.parquet
- config_name: llm-facilitation-corpus
data_files:
- split: train
path:
- data/train/convokit/llm-facilitation-corpus.parquet
- split: validation
path:
- data/validation/convokit/llm-facilitation-corpus.parquet
- split: test
path:
- data/test/convokit/llm-facilitation-corpus.parquet
- config_name: news-interview
data_files:
- split: train
path:
- data/train/convokit/news-interview.parquet
- split: validation
path:
- data/validation/convokit/news-interview.parquet
- split: test
path:
- data/test/convokit/news-interview.parquet
- config_name: spolin-corpus
data_files:
- split: train
path:
- data/train/convokit/spolin-corpus.parquet
- split: validation
path:
- data/validation/convokit/spolin-corpus.parquet
- split: test
path:
- data/test/convokit/spolin-corpus.parquet
- config_name: wizard_of_internet
data_files:
- split: train
path:
- data/train/wizard_of_internet.parquet
- split: validation
path:
- data/validation/wizard_of_internet.parquet
- split: test
path:
- data/test/wizard_of_internet.parquet
- config_name: wizard_of_wikipedia
data_files:
- split: train
path:
- data/train/wizard_of_wikipedia.parquet
- split: validation
path:
- data/validation/wizard_of_wikipedia.parquet
- split: test
path:
- data/test/wizard_of_wikipedia.parquet
Human user-simulation mid-training
A dataset for training models to simulate human conversational behavior.
Schema
| Column | Type | Meaning |
|---|---|---|
conversation_id |
string | Conversation/branch/target perspective ID; original IDs are retained in local lineage. |
dataset |
string | Original source dataset name. |
category |
string | Behavioral category. |
messages |
list of structs | Full ordered conversation; each message has string role and content fields. |
Roles are already oriented for user-simulator training:
system: optional persona, goal, and simulation instructions.user: the other conversational participant.assistant: the real human whose behavior is being modeled; these are the training targets.
Documentation example
{
"conversation_id": "illustration-1",
"dataset": "illustration-only",
"category": "illustrative-category",
"messages": [
{"role": "system", "content": "You are a student asking for an explanation."},
{"role": "user", "content": "Which step would you like to discuss?"},
{"role": "assistant", "content": "Why do we divide both sides by three?"}
]
}
Available Datasets
Dataset count: 43
Select an individual dataset by its name below, or use default for the combined collection.
from datasets import load_dataset
dataset = load_dataset("ajayvikram/user-simulation-midtraining", "ABCD")
Datasets are grouped by behavioral category:
{
"Collaboration & Coordination": [
"AMI", "ICSI", "MutualFriends", "deli-corpus", "fomc-corpus", "gap-corpus",
"llm-facilitation-corpus", "spolin-corpus"
],
"General Conversation & Social Interaction": [
"MSC", "Topical-Chat", "chitchat-dataset"
],
"Information Seeking & Clarification": [
"FITS", "news-interview", "wizard_of_internet", "wizard_of_wikipedia"
],
"Negotiation, Persuasion & Debate": [
"CaSiNo", "CraigslistBargains", "Deal or No Deal", "contextual-abuse", "diplomacy-corpus",
"iq2-corpus"
],
"Preferences & Recommendations": [
"CCPE-M", "DuRecDial-2.0", "INSPIRED", "OpenDialKG", "Redial"
],
"Role-Playing & Character Simulation": [
"CRD3"
],
"Task-Oriented Assistance & Services": [
"ABCD", "AirDialogue", "BiTOD", "FRAMES", "KVRET", "MULTIWOZ2_2", "MetaLWOZ", "MuDoCo",
"MulDoGO", "SGD", "STAR", "Taskmaster-4", "Taskmaster1", "Taskmaster2", "Taskmaster3",
"TweetSumm"
]
}