# AtmaHou/Task-Oriented-Dialogue-Research-Progress-Survey

A datasets and methods survey about task-oriented dialogue, including recent datasets and SOTA leaderboards.

Repository: https://github.com/AtmaHou/Task-Oriented-Dialogue-Research-Progress-Survey
Canonical: https://ross.abutalabs.com/products/task-oriented-dialogue-research-progress-survey
License Family: other
Last push: 2022-11-08T09:02:20+00:00

## Health v2 (maintenance only)
Score: 32/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 0, release rhythm 35, longevity 100
- inputs: {"age_days": 3046, "days_push": 1394, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases, no_license
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1238, forks 208 (observed 2026-08-28T04:04:05.519850+00:00)

## What it is
A curated survey of datasets and methods for task-oriented dialogue research, summarizing dataset details, download links, and SOTA leaderboards. It serves as a reference catalog for researchers tracking progress in dialogue state tracking and related NLU tasks.

## Use cases
- find datasets for task-oriented dialogue research
- check SOTA results on MultiWOZ dialogue state tracking
- compare dialogue datasets by size and domain
- get started with task-oriented dialogue research
- find benchmark leaderboards for dialogue systems
- cite a survey of dialogue datasets in a paper

## When to choose
- you need an overview of available task-oriented dialogue datasets
- you want to see recent SOTA results before starting a dialogue project
- you are surveying the field for a literature review

## When to avoid
- you need runnable dialogue system code or models
- you need a continuously updated leaderboard with live results
- you need production chatbot tooling

## Facets
- artifact type: learning-resource
- maturity: maintenance
- function: nlp, chatbot, documentation
- domain: artificial-intelligence, chatbots, tutorials, awesome-lists
- platform: cross-platform
- tags: task-oriented-dialogue, survey, datasets, leaderboards, dialogue-state-tracking, research, natural-language-processing

## Member repositories
- AtmaHou/Task-Oriented-Dialogue-Research-Progress-Survey (main) score 32

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:04:05.519850+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T05:10:00.811612+00:00, confidence not recorded.
  - readme: https://github.com/AtmaHou/Task-Oriented-Dialogue-Research-Progress-Survey (fetched 2026-08-28T04:04:05.519850+00:00, sha 13c81e86b513)
- Data as of 2026-08-30T08:39:29.467469+00:00.