Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code: DatasetGenerationError
Exception: UnicodeDecodeError
Message: 'utf-8' codec can't decode byte 0x92 in position 24969: invalid start byte
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1855, in _prepare_split_single
for _, table in generator:
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/text/text.py", line 73, in _generate_tables
batch = f.read(self.config.chunksize)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 827, in read_with_retries
out = read(*args, **kwargs)
File "/usr/local/lib/python3.9/codecs.py", line 322, in decode
(result, consumed) = self._buffer_decode(data, self.errors, final)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0x92 in position 24969: invalid start byte
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1436, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1053, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1898, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
text
string |
|---|
Most romantic cities for a honeymoon
|
Cities for a high school graduation trip
|
Cities known for their traditional weaving
|
Cities known for their traditional music
|
Best cities for traditional dance performances
|
I want to explore cities with underground cities
|
Great cities for solo travelers
|
Most popular destinations for theme park enthusiasts.
|
Top cities for breakfast culture
|
Best cities for street food experiences
|
Best beach cities for surfing
|
Top cities for vintage shopping
|
Cities with rich literary history
|
Vibrant cities known for their tropical atmosphere
|
Top cities for luxury travel
|
Top cities for outdoor sculpture parks
|
Top cities for music lovers
|
Best cities for stargazing opportunities
|
Cities famous for their street art
|
Leading tech hub cities
|
Best cities for an anniversary celebration
|
Top destinations for wine lovers
|
Top cities for fashion aficionados
|
Family friendly cities for vacations
|
Top urban destinations for hiking enthusiasts
|
Best cities for traditional music festivals
|
Best cities for movie buffs
|
Cities with vibrant fish markets
|
I want to capture stunning sunshine
|
Spectacular coastal cities
|
Historic port cities to explore
|
Cities with impressive public squares
|
Cities with breathtaking mountain views
|
Cities with the most interesting and unique content for vloggers
|
Top destinations for jazz and blues lovers
|
Beautiful cities near water bodies
|
Leading nightlife destinations around the world
|
Best cities for winter sports
|
Culinary cities for food lovers
|
I want to explore cities with ancient temples
|
I want to relax on beautiful beaches
|
Top cities for traditional cooking classes
|
Best cities for traditional boat rides
|
Best cities for theater and performing arts
|
Cities for a rejuvenating retreat
|
Cities known for their traditional celebrations
|
Cleanest cities to visit
|
Cities famous for their traditional dance
|
Cities with colorful buildings and neighborhoods
|
Top cities for traditional sporting events
|
Cities with beautiful lake views
|
Must Visit cities for your bucket list
|
Top cities for shopping enthusiasts
|
Best cities for public transportation
|
Best cities for cycling adventures
|
Best cities for panoramic viewpoints
|
Best cities to visit for cultural experiences
|
Cities with impressive urban parks
|
I need destinations with perfect spring weather
|
Best cities with tropical botanical gardens
|
Cities with historic universities
|
Cities with unique architectural styles
|
Top destinations for traditional glass blowing
|
Top cities for coffee enthusiasts
|
Top cities for adventure seekers
|
Charming small town cities
|
Cities for art lovers
|
Cities known for entertainment
|
Best cities for water activities
|
Best cities for summer festivals
|
I want to explore unique local events
|
Best cities for museum enthusiasts
|
Top cities for wildlife enthusiasts
|
Best cities to avoid crowds
|
Family-friendly cities with interactive museums
|
I love histroy and culture in Rome. I want similar cities.
|
Best cities for unique local transportation
|
Youth Friendly cities for travelers
|
Top destinations renowned for their architectural landmarks
|
Top cities for traditional architecture
|
Cities known for their traditional crafts
|
I want to experience cities with local folklore
|
Cities for sports enthusiasts
|
Top destinations for beer enthusiasts
|
Best cities for traditional festivals
|
Perfect cities for introverts
|
Top cities for leisurely strolls
|
Cities with spectacular waterfalls nearby
|
Cities with stunning sunset views
|
Cities with famous clock towers and bell traditions
|
Best cities for winter vacations
|
Top cities for botanical garden lovers
|
Great cities to celebrate a child's birthday
|
Best cities for river cruises
|
Budget friendly cities for travelers
|
Best cities for eco-friendly tourism
|
Cities known for their film festivals
|
Cities with famous botanical medicine traditions
|
Cities famous for their spice markets
|
Cities known for their cave attractions
|
End of preview.
Natural Language Query-Driven Recommendation Datasets
We provide three natural language query-driven recommendation datasets designed to evaluate systems under challenging conditions where
user intent is implicitly expressed through broad or indirect queries
items are described through multiple diverse textual sources.
Each dataset contains 100 natural language queries, ground truth relevance labels, and original corpus of items for reference.
Citation
If you use this dataset in your research, please cite the following paper:
@article{wen2025simple,
title={A Simple but Effective Elaborative Query Reformulation Approach for Natural Language Recommendation},
author={Wen, Qianfeng and Liu, Yifan and Cui, Justin and Zhang, Joshua and Korikov, Anton and Saad, George-Kirollos and Sanner, Scott},
journal={arXiv preprint arXiv:2510.02656},
year={2025}
}
Datasets
| Dataset | Cities/Categories | Corpus Size | Queries |
|---|---|---|---|
| Yelp_Restaurant | New Orleans (nor), Philadelphia (phi) | 1,152 restaurants (nor: 515, phi: 637) | 100 |
| TripAdvisor_Hotel | New York City, Chicago, London, Montreal | 586 hotels (nyc: 182, chicago: 74, london: 266, montreal: 64) | 100 |
| Traveldest | / | 775 cities | 100 |
Yelp_Restaurant
A dataset of restaurant recommendations based on Yelp reviews:
- 100 natural language queries in
queries_restaurant.txt - Ground truth files:
- New Orleans:
gt_nor.json - Philadelphia:
gt_phi.json
- New Orleans:
- Corpus of 1,152 restaurants organized by city (nor, phi)
TripAdvisor_Hotel
A dataset of hotel recommendations based on TripAdvisor reviews:
- 100 natural language queries in
queries_hotel.txt - Ground truth files for each city:
- New York City:
gt_nyc.json - Chicago:
gt_chicago.json - London:
gt_london.json - Montreal:
gt_montreal.json
- New York City:
- Corpus of 586 hotels organized by city (nyc, chicago, london, montreal)
Traveldest
A dataset of travel destination recommendations based on WikiVoyage pages:
- 100 natural language queries in
queries_travel.txt - Ground truth for various cities in
gt_cities.json - Corpus of 775 cities with detailed descriptions from WikiVoyage
- Downloads last month
- 17