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Task-Oriented Dialogue Systems datasets

archive 2025-07-28

22 datasets carry the task tag "Task-Oriented Dialogue Systems" (the task itself: Task-Oriented Dialogue Systems), ordered by the archive's paper count. Page 1 of 1: 22 shown of 22. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

Task-Oriented Dialogue Systems datasets 1–22 of 22

MultiWOZ (Multi-domain Wizard-of-Oz)
The Multi-domain Wizard-of-Oz (MultiWOZ) dataset is a large-scale human-human conversational corpus spanning over seven domains, containing 8438 multi-turn dialogues, with each dialogue averaging 14 turns.
328 papers · 8 benchmarks
SGD (Schema-Guided Dialogue)
The Schema-Guided Dialogue (SGD) dataset consists of over 20k annotated multi-domain, task-oriented conversations between a human and a virtual assistant.
186 papers · 2 benchmarks
MuTual is a retrieval-based dataset for multi-turn dialogue reasoning, which is modified from Chinese high school English listening comprehension test data.
55 papers · 0 benchmarks
CrossWOZ is the first large-scale Chinese Cross-Domain Wizard-of-Oz task-oriented dataset.
25 papers · 0 benchmarks
TOPv2 (Task Oriented Parsing v2)
Task Oriented Parsing v2 (TOPv2) representations for intent-slot based dialog systems.
25 papers · 0 benchmarks
ABCD (Action-Based Conversations Dataset)
10 papers · 1 benchmark
BiToD is a bilingual multi-domain dataset for end-to-end task-oriented dialogue modeling.
9 papers · 0 benchmarks
ODSQA (Open-Domain Spoken Question Answering)
The ODSQA dataset is a spoken dataset for question answering in Chinese.
3 papers · 0 benchmarks
A novel dataset of document-grounded task-based dialogues, where an Information Giver (IG) provides instructions (by consulting a document) to an Information Follower (IF), so that the latter can successfully complete the task.
3 papers · 0 benchmarks
SSD (Sub-Slot Dialogue dataset)
SSD (Sub-slot Dialog) dataset: This is the dataset for the ACL 2022 paper "A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots".
2 papers · 0 benchmarks
SSD_PHONE (Sub-Slot Dialogue dataset phone domain)
SSD (Sub-slot Dialog) dataset: This is the dataset for the ACL 2022 paper "A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots".
2 papers · 0 benchmarks
Arabic-ToD (Arabic-ToD: Arabic Task Oriented Dialogue dataset)
The Arabic-TOD dataset is based on the BiToD dataset.
1 paper · 0 benchmarks
BeNYfits (New York City Public Benefits Eligibility Dialog Agent Benchmark)
Click to add a brief description of the dataset (Markdown and LaTeX enabled).
1 paper · 0 benchmarks
HR-Multiwoz is a fully-labeled dataset of 550 conversations spanning 10 HR domains to evaluate LLM Agent.
1 paper · 0 benchmarks
Simulates unanticipated user needs in the deployment stage.
1 paper · 0 benchmarks
To evaluate our proposed strategy of asynchronous communication for LLMs, we run games of Mafia with human players, incorporating an LLM-based agent as an additional player, within an asynchronous chat environment.
1 paper · 0 benchmarks
MultiWOZ-coref, (or MultiWOZ 2.3) is an extension of the MultiWOZ dataset that adds co-reference annotations in addition to corrections of dialogue acts and dialogue states.
1 paper · 0 benchmarks
SSD_ID (Sub-Slot Dialogue dataset id number domain)
SSD (Sub-slot Dialog) dataset: This is the dataset for the ACL 2022 paper "A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots".
1 paper · 0 benchmarks
SSD_NAME (Sub-Slot Dialogue dataset name domain)
SSD (Sub-slot Dialog) dataset: This is the dataset for the ACL 2022 paper "A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots".
1 paper · 1 benchmark
SSD_PLATE (Sub-Slot Dialogue dataset license plate number domain)
SSD (Sub-slot Dialog) dataset: This is the dataset for the ACL 2022 paper "A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots".
1 paper · 0 benchmarks
diaforge-utc-r-0725 (DiaFORGE UTC: Unified Tool-Calling Conversations Dataset)
Dataset for our paper Disambiguation-Centric Finetuning Makes Enterprise Tool-Calling LLMs More Realistic and Less Risky which includes 5000 enterprise tools and the corresponding dialogues generated using DiaFORGE UTC data engine.
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.