ajayvikram/user-simulation-midtraining

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"
  ]
}