id string | query string | org string | dest string | days int64 | level string | cuisine null | room_type null | transportation null | reference_info string |
|---|---|---|---|---|---|---|---|---|---|
train_0 | Please help me plan a trip from St. Petersburg to Rockford spanning 3 days from March 16th to March 18th, 2022. The travel should be planned for a single person with a budget of $1,700. | St. Petersburg | Rockford | 3 | easy | null | null | null | {"Attractions in Rockford": [{"Name": "Burpee Museum of Natural History", "Latitude": 42.2773242, "Longitude": -89.08814249999999, "Address": "737 N Main St, Rockford, IL 61103, USA", "Phone": "(815) 965-3433", "Website": "http://www.burpee.org/", "City": "Rockford"}, {"Name": "Midway Village Museum", "Latitude": 42.28... |
train_1 | Can you provide a travel plan for 1 person departing from Kansas City to Pensacola for 3 days, from March 27th to March 29th, 2022, with a budget of $900? | Kansas City | Pensacola | 3 | easy | null | null | null | {"Attractions in Pensacola": [{"Name": "Historic Pensacola Village", "Latitude": 30.40874519999999, "Longitude": -87.2130784, "Address": "205 E Zaragoza St, Pensacola, FL 32502, USA", "Phone": "(850) 595-5993", "Website": "http://www.historicpensacola.org/", "City": "Pensacola"}, {"Name": "Pensacola Museum of Art", "La... |
train_2 | Please design a travel plan departing from Las Vegas and heading to Stockton for 3 days, from March 3rd to March 5th, 2022, for one person, with a budget of $1,400. | Las Vegas | Stockton | 3 | easy | null | null | null | {"Attractions in Stockton": [{"Name": "Children's Museum, Stockton", "Latitude": 37.9519756, "Longitude": -121.2967856, "Address": "402 W Weber Ave, Stockton, CA 95203, USA", "Phone": "(209) 465-4386", "Website": "https://www.childrensmuseumstockton.org/", "City": "Stockton"}, {"Name": "Haggin Museum", "Latitude": 37.9... |
train_3 | Craft a travel plan for me to depart from New Orleans and head to Louisville for 3 days, from March 12th to March 14th, 2022. I will be travelling alone with a budget of $1,900. | New Orleans | Louisville | 3 | easy | null | null | null | {"Attractions in Louisville": [{"Name": "Louisville Mega Cavern", "Latitude": 38.2012259, "Longitude": -85.703929, "Address": "1841 Taylor Ave, Louisville, KY 40213, USA", "Phone": "(877) 614-6342", "Website": "https://louisvillemegacavern.com/", "City": "Louisville"}, {"Name": "Louisville Slugger Museum & Factory", "L... |
train_4 | Please provide me with a travel plan that departs from Las Vegas to Denver for 3 days, from March 12th to March 14th, 2022. The budget for this solo trip is $1,600. | Las Vegas | Denver | 3 | easy | null | null | null | {"Attractions in Denver": [{"Name": "Denver Zoo", "Latitude": 39.74959609999999, "Longitude": -104.9508519, "Address": "2300 Steele St, Denver, CO 80205, USA", "Phone": "(720) 337-1400", "Website": "https://denverzoo.org/", "City": "Denver"}, {"Name": "Denver Botanic Gardens", "Latitude": 39.7320964, "Longitude": -104.... |
train_5 | Could you assist in crafting a travel itinerary for a 5-day, single-person trip departing from Orlando and touring 2 cities in Texas? The travel dates should range from March 10th to March 14th, 2022, and the entire travel budget is $3,100. | Orlando | Texas | 5 | easy | null | null | null | {"Attractions in San Antonio": [{"Name": "San Antonio River Walk", "Latitude": 29.42297370000001, "Longitude": -98.486034, "Address": "San Antonio, TX 78205, USA", "Phone": "(210) 227-4262", "Website": "https://www.thesanantonioriverwalk.com/", "City": "San Antonio"}, {"Name": "SeaWorld San Antonio", "Latitude": 29.456... |
train_6 | Could you plan a 5-day solo trip for me? I'll be setting off from Santa Ana and intend to visit 2 different cities in Montana. The travel dates are from March 6th to March 10th, 2022, and my outlined budget is $3,600. I have no specific preferences about house rules, cuisine, accommodations, or transportation. | Santa Ana | Montana | 5 | easy | null | null | null | {"Attractions in Helena": [{"Name": "Holter Museum of Art", "Latitude": 46.59057300000001, "Longitude": -112.0365359, "Address": "12 E Lawrence St, Helena, MT 59601, USA", "Phone": "(406) 442-6400", "Website": "http://www.holtermuseum.org/", "City": "Helena"}, {"Name": "ExplorationWorks", "Latitude": 46.597646, "Longit... |
train_7 | Could you help create a 5-day travel itinerary, starting from Baton Rouge moving to 2 cities in Texas between March 1st and March 5th, 2022? This trip is for a solo traveler, who has set a budget of $2,300. | Baton Rouge | Texas | 5 | easy | null | null | null | {"Attractions in Abilene": [{"Name": "The Grace Museum", "Latitude": 32.4496457, "Longitude": -99.7344586, "Address": "102 Cypress St, Abilene, TX 79601, USA", "Phone": "(325) 673-4587", "Website": "http://www.thegracemuseum.org/", "City": "Abilene"}, {"Name": "Frontier Texas!", "Latitude": 32.4492935, "Longitude": -99... |
train_8 | Can you devise a travel plan that departs from Memphis and includes 2 cities in Pennsylvania? The trip is scheduled for 5 days from March 22nd to March 26th, 2022. The trip's total budget is $1,400. | Memphis | Pennsylvania | 5 | easy | null | null | null | {"Attractions in State College": [{"Name": "Discovery Space of Central Pennsylvania", "Latitude": 40.8022384, "Longitude": -77.8821932, "Address": "1224 N Atherton St, State College, PA 16803, USA", "Phone": "(814) 234-0200", "Website": "https://discoveryspace.org/", "City": "State College"}, {"Name": "The Arboretum at... |
train_9 | Can you create a 5-day travel plan for one person departing from Greer and visiting 2 cities in Pennsylvania? The travel dates are from March 5th to March 9th, 2022. The trip's budget is set at $3,400. | Greer | Pennsylvania | 5 | easy | null | null | null | {"Attractions in Philadelphia": [{"Name": "The Franklin Institute", "Latitude": 39.9582109, "Longitude": -75.17313469999999, "Address": "222 N 20th St, Philadelphia, PA 19103, USA", "Phone": "(215) 448-1200", "Website": "https://www.fi.edu/?utm_source=google&utm_medium=googlemybusiness&utm_campaign=2021", "City": "Phil... |
train_10 | Could you assist in creating a travel plan for one person, starting from Houston and heading to Utah for a week? The visit will be from the 23rd of March to the 29th of March, 2022, and will cover 3 different cities in Utah. The budget for this trip is set at $7,700. | Houston | Utah | 7 | easy | null | null | null | {"Attractions in Salt Lake City": [{"Name": "Liberty Park", "Latitude": 40.74570449999999, "Longitude": -111.8739202, "Address": "600 Harvey Milk Blvd, Salt Lake City, UT 84105, USA", "Phone": "(801) 972-7800", "Website": "https://www.slc.gov/parks/parks-division/liberty-park/", "City": "Salt Lake City"}, {"Name": "Nat... |
train_11 | Can you help me plan a one-week solo trip from Oklahoma City to Colorado, during which I'll be visiting 3 different cities? The trip will be from March 1st to March 7th, 2022, and I have a budget of $3,000. | Oklahoma City | Colorado | 7 | easy | null | null | null | {"Attractions in Alamosa": [{"Name": "San Luis Valley Museum | Alamosa", "Latitude": 37.4690897, "Longitude": -105.8639857, "Address": "401 Hunt Ave #2658, Alamosa, CO 81101, USA", "Phone": "(719) 587-0667", "Website": "https://www.museumtrail.org/san-luis-valley-museum", "City": "Alamosa"}, {"Name": "Rio Grande Farm P... |
train_12 | Please help me plan a 7-day trip for one person, departing from Gulfport and visiting 3 cities in Texas from March 24th to March 30th, 2022. The budget for this trip is $4,200. | Gulfport | Texas | 7 | easy | null | null | null | {"Attractions in Dallas": [{"Name": "The Dallas World Aquarium", "Latitude": 32.7834737, "Longitude": -96.805358, "Address": "1801 N Griffin St, Dallas, TX 75202, USA", "Phone": "(214) 720-2224", "Website": "https://www.dwazoo.com/", "City": "Dallas"}, {"Name": "The Sixth Floor Museum at Dealey Plaza", "Latitude": 32.7... |
train_13 | Could you help me come up with a travel plan that starts in Daytona Beach and includes visits to 3 distinct cities in Texas over a span of 7 days, from March 18th to March 24th, 2022? I'll be traveling alone on a budget of $3,600. | Daytona Beach | Texas | 7 | easy | null | null | null | {"Attractions in Corpus Christi": [{"Name": "Texas State Aquarium", "Latitude": 27.813759, "Longitude": -97.3919688, "Address": "2710 N Shoreline Blvd, Corpus Christi, TX 78402, USA", "Phone": "(361) 881-1200", "Website": "http://www.texasstateaquarium.org/", "City": "Corpus Christi"}, {"Name": "South Texas Botanical G... |
train_14 | Please help me craft a 7-day travel plan. I'm planning on leaving from Punta Gorda and exploring 3 different cities in Wisconsin from March 16th to March 22nd, 2022. The budget for this trip is set at $5,700. | Punta Gorda | Wisconsin | 7 | easy | null | null | null | {"Attractions in Marquette": [{"Name": "Presque Isle Park", "Latitude": 46.5863853, "Longitude": -87.38251029999999, "Address": "Peter White Dr, Marquette, MI 49855, USA", "Phone": "(906) 228-0460", "Website": "https://www.marquettemi.gov/departments/community-services/parks-and-recreation/presque-isle-rentals/", "City... |
train_15 | Could you devise a travel plan for two departing from Fort Lauderdale and heading to Norfolk? This should span 3 days, from March 16th to March 18th, 2022, with a budget of $2,300. We have no specific accommodation restrictions. As for our culinary preferences, we enjoy both American and French cuisine. | Fort Lauderdale | Norfolk | 3 | medium | null | null | null | {"Attractions in Norfolk": [{"Name": "Norfolk Botanical Garden", "Latitude": 36.90158340000001, "Longitude": -76.200199, "Address": "6700 Azalea Garden Rd, Norfolk, VA 23518, USA", "Phone": "(757) 441-5830", "Website": "http://www.norfolkbotanicalgarden.org/", "City": "Norfolk"}, {"Name": "Nauticus", "Latitude": 36.847... |
train_16 | Could you please arrange a 3-day trip for two, starting in Sacramento and heading to Atlanta, from March 14th to March 16th, 2022. The budget for this trip is $4,700, and we require accommodations where parties are allowed. | Sacramento | Atlanta | 3 | medium | null | null | null | {"Attractions in Atlanta": [{"Name": "Atlanta Botanical Garden", "Latitude": 33.7899568, "Longitude": -84.37259879999999, "Address": "1345 Piedmont Ave NE, Atlanta, GA 30309, USA", "Phone": "(404) 876-5859", "Website": "https://www.atlantabg.org/", "City": "Atlanta"}, {"Name": "World of Coca-Cola", "Latitude": 33.76255... |
End of preview. Expand in Data Studio
travelplanner-eval
TravelPlanner: Real-World Planning benchmark with Language Agents
Dataset Description
This dataset is a standardized version of the original benchmark, prepared for easy evaluation of LLMs on planning tasks.
Splits
- train: 45 samples
- test: 1,000 samples
- validation: 180 samples
Features
{
"id": "Value(dtype='string', id=None)",
"query": "Value(dtype='string', id=None)",
"org": "Value(dtype='string', id=None)",
"dest": "Value(dtype='string', id=None)",
"days": "Value(dtype='int64', id=None)",
"level": "Value(dtype='string', id=None)",
"cuisine": "Value(dtype='null', id=None)",
"room_type": "Value(dtype='null', id=None)",
"transportation": "Value(dtype='null', id=None)",
"reference_info": "Value(dtype='string', id=None)"
}
Usage
from datasets import load_dataset
# Load the dataset
dataset = load_dataset("tuandunghcmut/travelplanner-eval")
# Access splits
train_data = dataset["train"] # if available
test_data = dataset["test"]
# Example
print(test_data[0])
Citation
If you use this dataset, please cite the original paper:
@inproceedings{xie2024travelplanner,
title={TravelPlanner: A Benchmark for Real-World Planning with Language Agents},
author={Xie, Jian and others},
booktitle={ICML},
year={2024}
}
Acknowledgments
This dataset is a reformatted version of the original benchmark. All credit goes to the original authors.
Prepared by: tuandunghcmut Original Source: See citation above
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