Datasets › SGD
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. These conversations involve interactions with services and APIs spanning 20 domains, ranging from banks and events to media, calendar, travel, and weather. For most of these domains, the dataset contains multiple different APIs, many of which have overlapping functionalities but different interfaces, which reflects common real-world scenarios. The wide range of available annotations can be used for intent prediction, slot filling, dialogue state tracking, policy imitation learning, language generation, user simulation learning, among other tasks in large-scale virtual assistants. Besides these, the dataset has unseen domains and services in the evaluation set to quantify the performance in zero-shot or few shot settings.
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Task-Oriented Dialogue Systems | SGD | T5 METEOR 0.331 | The GEM Benchmark: Natural Language Generation, its... | — | 2 | Compare |
| Classification | SGD | SGD_ss F1 (Seqeval) 2020 | A Sequence-to-Sequence Approach to Dialogue State Tracking | sweetalyssum/Seq2Seq-DU | 1 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 186. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics | 0 | 2 | 2 Feb 2021 | not harvested |
| A Sequence-to-Sequence Approach to Dialogue State Tracking | 1 | 1 | 18 Nov 2020 | not harvested |
Dataset loaders archive 2025-07-28
5 loaders as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- SGD
1 variant name, as the archive lists them.
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