datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
buy_sell_intentIntentQAonline-shoppers-intentionMT-intents-dataset-pt-PTsnips-joint-intentsynthetic-intent-classifier-dataset-v1
Tanaos Intent Classifier Training Dataset
This dataset was created synthetically by Tanaos with the Artifex Python library.
The dataset is designed to train and evaluate intent classification systems — models that can identify user intents in conversational AI applications, such as chatbots and virtual assistants.
Our flagship intent classification model, tanaos-intent-classifier-v1, was trained on this dataset.
Dataset Summary
The dataset contains text… See the full description on the dataset page: https://huggingface.co/datasets/tanaos/synthetic-intent-classifier-dataset-v1.customer_service_intent_detectionIntentEmotionnwhite-ai-operations-intent-dataset
N.White AI Operations Intent Dataset
An entirely synthetic English-language dataset of practical requests for responsible AI-enabled operational work. Each request is labelled with one of eight intents and grounded in a realistic—but fictional—operational context.
The dataset supports the theme practical, responsible AI systems for operational workflows. It is maintained by Whitemore Ngwira (N.White) for N.White Systems.
No real client, employee, learner, policyholder, claimant… See the full description on the dataset page: https://huggingface.co/datasets/nwhite-systems/nwhite-ai-operations-intent-dataset.ntu_adl_intentproduct-tagging-saved-intent
Product Tagging and Saved Intent in Online Retail
How online stores structure product tags and implement saved-item features, and
how that compares with a platform where tagging is crowd-sourced against a
shared controlled vocabulary.
Canonical release: https://doi.org/10.5281/zenodo.22852049
This repository mirrors that deposit. Cite the DOI.
Sample
1,028 Shopify storefronts, drawn by seeded random sample from a 30,000-domain
draw of the Tranco top 1M, measured… See the full description on the dataset page: https://huggingface.co/datasets/sempite/product-tagging-saved-intent.ovos-intents-train-v1banking-intent-50
Banking Intent 50 Dataset
This dataset contains banking intent classification data with multiple CSV files for different use cases.
Dataset Description
The dataset includes:
examples-pool.csv - Pool of examples for labeling
examples-pool-ground-truth.csv - Ground truth labels
test.csv - Test set
Usage
import pandas as pd
from huggingface_hub import hf_hub_download
# Download a specific file
file_path = hf_hub_download(… See the full description on the dataset page: https://huggingface.co/datasets/Cleanlab/banking-intent-50.autonomous-driving-intention-field-extraction-v0.1What this dataset tests
Whether a system can infer agent intentions
from context cues in complex driving scenes.
This is not trajectory prediction.
It is intention inference.
Required outputs
agent_id
inferred_intention
intention_confidence
time_horizon_s
alternative_intentions
stability_score
Scoring conventions
confidence and stability range 0 to 1
time horizon is seconds into the near future
Use case
Layer one of Intention Field and Social Coherence Maps.
This enables… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-intention-field-extraction-v0.1.ovos-intents-train-latestnetwork-config-intent-state-coherence-drift-v0.1What this repo is for
Detect when you think you deployed a change but the network did not converge to the intended state.
Daily failure modes:
partial deployment
stale ACLs or route-maps
“push succeeded” but running config differs
rollback does not restore baseline
inconsistent policy across devices
This dataset trains a model to flag drift fast.
radr_intents
Dataset Card for "Intent Classification for Robot Assisted Disaster Response"
This dataset consists of conversations recorded during the training sessions in the emergency response domain.
The conversations are typically between several operators controlling the robots, a team leader and a mission commander.
The data have been transcribed and annotated during the following projects: TRADR and ADRZ.
The dialogues are split into turns and each turn is annotated with a speaker and… See the full description on the dataset page: https://huggingface.co/datasets/DFKI/radr_intents.Email_Intent_Classification
Dataset Information
This is a dataset of English sentences used in emails with six basic categories: request, informational, transaction, feedback.
An example looks as follows: {"Email": "Your subscription renewal is confirmed. Thank you for staying with us!", "Intent": "Transaction"}
Dataset Sources
Instances generated and annotated by ChatGPT 4.
Uses
Demo for email intent classification tasks.
banking-intent-classification
Banking Intent Classification Dataset
This dataset contains text samples for banking intent classification tasks.
Dataset Description
The dataset consists of customer queries/messages related to banking services, each labeled with an intent category.
Usage
import pandas as pd
# Load the dataset
df = pd.read_csv("hf://datasets/Cleanlab/banking-intent-classification/banking-intent-classification.csv")
print(df.head())
License
MIT License
pro-familia-intent-dataset-reproductive-health-de
pro familia Intent Dataset – Reproductive Health (DE)
This is a dataset for intent classification in German chat- and voicebot interactions in the domain of reproductive health counselling.
It is a csv-export of the training and test data of the Rasa-based chat- and voicebots developed for pro familia.
The dataset features 88 intents with in total 3269 examples for training and 256 examples for testing.
Uses
This dataset is to be used for research and development of… See the full description on the dataset page: https://huggingface.co/datasets/pro-familia-Bundesverband/pro-familia-intent-dataset-reproductive-health-de.intent_classificationhr-intent-dataset
Dataset Card for HR Intent Dataset
Dataset Summary
A dataset for intent classification in enterprise HR workflows. Each row contains a user query, context (as a structured field with domain, topic, subject), and a label for the HR intent.
Supported Tasks and Leaderboards
Intent Classification (text classification)
Suitable for benchmarking BERT, RoBERTa, etc., on real-world HR requests.
Languages
English
Dataset Structure
Data… See the full description on the dataset page: https://huggingface.co/datasets/SantmanKT/hr-intent-dataset.dstc11-intentThis dataset is a subset of the data contained in https://github.com/amazon-science/dstc11-track2-intent-induction/tree/main
The data is filtered by speaker_role as customer and number of intents is 1.
This is an open-source dataset that can be used for demos and explorations.
license: apache-2.0
This project is licensed under the Apache-2.0 License.
Please cite the following papers if using the tasks, code, or data from this track in your work:
@misc{gung2023natcs,
title={NatCS:… See the full description on the dataset page: https://huggingface.co/datasets/splevine/dstc11-intent.OVOSGitLocalize-IntentsMultilingual Gitlocalize export from OpenVoiceOS data https://gitlocalize.com/users/OpenVoiceOS
banking_customer_service_query_intent
Description
Synthetic dataset comprising of query:intent pairs. Created using AI prompts. Covers professional as well as casual speech.
intent-recognition-biomedicalsource
ovos-weather-intentsThis dataset was gathered when migrating the OVOS Weather skill from the keyword based Adapt intent engines to the examples based Padatious intent engine
It contains all sample sentences gathered from the README and docstrings that were used to plan the final padatious .intent file templates
citation_intent-tlmHierarchical_Text_Classification_Intent_Classificationemail-intent-classification