| --- |
| 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: Humanual-Book |
| data_files: |
| - split: train |
| path: |
| - data/train/Humanual-Book.parquet |
| - split: validation |
| path: |
| - data/validation/Humanual-Book.parquet |
| - split: test |
| path: |
| - data/test/Humanual-Book.parquet |
| - config_name: Humanual-Chat |
| data_files: |
| - split: train |
| path: |
| - data/train/Humanual-Chat.parquet |
| - split: validation |
| path: |
| - data/validation/Humanual-Chat.parquet |
| - split: test |
| path: |
| - data/test/Humanual-Chat.parquet |
| - config_name: Humanual-Email |
| data_files: |
| - split: train |
| path: |
| - data/train/Humanual-Email.parquet |
| - split: validation |
| path: |
| - data/validation/Humanual-Email.parquet |
| - split: test |
| path: |
| - data/test/Humanual-Email.parquet |
| - config_name: Humanual-News |
| data_files: |
| - split: train |
| path: |
| - data/train/Humanual-News.parquet |
| - split: validation |
| path: |
| - data/validation/Humanual-News.parquet |
| - split: test |
| path: |
| - data/test/Humanual-News.parquet |
| - config_name: Humanual-Opinion |
| data_files: |
| - split: train |
| path: |
| - data/train/Humanual-Opinion.parquet |
| - split: validation |
| path: |
| - data/validation/Humanual-Opinion.parquet |
| - split: test |
| path: |
| - data/test/Humanual-Opinion.parquet |
| - config_name: Humanual-Politics |
| data_files: |
| - split: train |
| path: |
| - data/train/Humanual-Politics.parquet |
| - split: validation |
| path: |
| - data/validation/Humanual-Politics.parquet |
| - split: test |
| path: |
| - data/test/Humanual-Politics.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 |
|
|
| ```json |
| { |
| "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:start --> |
| ## Available Datasets |
|
|
| **Dataset count: 49** |
|
|
| Select an individual dataset by its name below, or use `default` for the combined collection. |
|
|
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset("ajayvikram/user-simulation-midtraining", "ABCD") |
| ``` |
|
|
| Datasets are grouped by behavioral category: |
|
|
| ```python |
| { |
| "Collaboration & Coordination": [ |
| "AMI", "Humanual-Email", "ICSI", "MutualFriends", "deli-corpus", "fomc-corpus", "gap-corpus", |
| "llm-facilitation-corpus", "spolin-corpus" |
| ], |
| "General Conversation & Social Interaction": [ |
| "Humanual-Chat", "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", "Humanual-News", "Humanual-Politics", |
| "contextual-abuse", "diplomacy-corpus", "iq2-corpus" |
| ], |
| "Preferences & Recommendations": [ |
| "CCPE-M", "DuRecDial-2.0", "Humanual-Book", "INSPIRED", "OpenDialKG", "Redial" |
| ], |
| "Role-Playing & Character Simulation": [ |
| "CRD3" |
| ], |
| "Social Reasoning & Theory of Mind": [ |
| "Humanual-Opinion" |
| ], |
| "Task-Oriented Assistance & Services": [ |
| "ABCD", "AirDialogue", "BiTOD", "FRAMES", "KVRET", "MULTIWOZ2_2", "MetaLWOZ", "MuDoCo", |
| "MulDoGO", "SGD", "STAR", "Taskmaster-4", "Taskmaster1", "Taskmaster2", "Taskmaster3", |
| "TweetSumm" |
| ] |
| } |
| ``` |
| <!-- available-datasets:end --> |
|
|
