NATURAL PLAN: Benchmarking LLMs on Natural Language Planning
Paper • 2406.04520 • Published • 13
id stringlengths 23 31 | task_type stringclasses 3
values | prompt_0shot stringlengths 419 5k | prompt_5shot stringlengths 3.35k 10k | golden_plan stringlengths 49 1.37k | num_cities stringclasses 8
values | cities stringlengths 18 100 ⌀ | durations stringlengths 7 28 ⌀ |
|---|---|---|---|---|---|---|---|
trip_planning_example_0 | trip_planning | You plan to visit 3 European cities for 14 days in total. You only take direct flights to commute between cities. You would like to visit Florence for 6 days. You want to meet a friend in Florence between day 9 and day 14. You would like to visit Barcelona for 5 days. You would like to visit Helsinki for 5 days.
Here ... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 14 days:\n\n**Day 1-5:** Arriving in Helsinki and visit Helsinki for 5 days.\n**Day 5:** Fly from Helsinki to Barcelona.\n**Day 5-9:** Visit Barcelona for 5 days.\n**Day 9:** Fly from Barcelona to Florence.\n**Day 9-14:** Visit Florence for 6 days." | 3 | Helsinki**Barcelona**Florence | 5**5**6 |
trip_planning_example_1 | trip_planning | You plan to visit 3 European cities for 15 days in total. You only take direct flights to commute between cities. You want to spend 6 days in Split. You want to spend 4 days in Manchester. You want to spend 7 days in Riga.
Here are the cities that have direct flights:
Riga and Manchester, from Manchester to Split.
Fi... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 15 days:\n\n**Day 1-7:** Arriving in Riga and visit Riga for 7 days.\n**Day 7:** Fly from Riga to Manchester.\n**Day 7-10:** Visit Manchester for 4 days.\n**Day 10:** Fly from Manchester to Split.\n**Day 10-15:** Visit Split for 6 days." | 3 | Riga**Manchester**Split | 7**4**6 |
trip_planning_example_2 | trip_planning | You plan to visit 3 European cities for 11 days in total. You only take direct flights to commute between cities. You would like to visit Reykjavik for 2 days. You want to spend 7 days in Vienna. You would like to visit Venice for 4 days. You are going to attend a wedding in Venice between day 8 and day 11.
Here are t... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 11 days:\n\n**Day 1-2:** Arriving in Reykjavik and visit Reykjavik for 2 days.\n**Day 2:** Fly from Reykjavik to Vienna.\n**Day 2-8:** Visit Vienna for 7 days.\n**Day 8:** Fly from Vienna to Venice.\n**Day 8-11:** Visit Venice for 4 days." | 3 | Reykjavik**Vienna**Venice | 2**7**4 |
trip_planning_example_3 | trip_planning | You plan to visit 3 European cities for 6 days in total. You only take direct flights to commute between cities. You plan to stay in Bucharest for 2 days. You want to meet a friend in Bucharest between day 5 and day 6. You would like to visit Berlin for 3 days. You would like to visit Warsaw for 3 days.
Here are the c... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 6 days:\n\n**Day 1-3:** Arriving in Berlin and visit Berlin for 3 days.\n**Day 3:** Fly from Berlin to Warsaw.\n**Day 3-5:** Visit Warsaw for 3 days.\n**Day 5:** Fly from Warsaw to Bucharest.\n**Day 5-6:** Visit Bucharest for 2 days." | 3 | Berlin**Warsaw**Bucharest | 3**3**2 |
trip_planning_example_4 | trip_planning | You plan to visit 3 European cities for 12 days in total. You only take direct flights to commute between cities. You would like to visit Tallinn for 2 days. You want to meet a friend in Tallinn between day 11 and day 12. You would like to visit Seville for 7 days. You plan to stay in Munich for 5 days.
Here are the c... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 12 days:\n\n**Day 1-7:** Arriving in Seville and visit Seville for 7 days.\n**Day 7:** Fly from Seville to Munich.\n**Day 7-11:** Visit Munich for 5 days.\n**Day 11:** Fly from Munich to Tallinn.\n**Day 11-12:** Visit Tallinn for 2 days." | 3 | Seville**Munich**Tallinn | 7**5**2 |
trip_planning_example_5 | trip_planning | You plan to visit 3 European cities for 16 days in total. You only take direct flights to commute between cities. You plan to stay in Oslo for 6 days. You plan to stay in Porto for 7 days. You would like to visit Dubrovnik for 5 days. During day 12 and day 16, you have to attend a conference in Dubrovnik.
Here are the... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 16 days:\n\n**Day 1-7:** Arriving in Porto and visit Porto for 7 days.\n**Day 7:** Fly from Porto to Oslo.\n**Day 7-12:** Visit Oslo for 6 days.\n**Day 12:** Fly from Oslo to Dubrovnik.\n**Day 12-16:** Visit Dubrovnik for 5 days." | 3 | Porto**Oslo**Dubrovnik | 7**6**5 |
trip_planning_example_6 | trip_planning | You plan to visit 3 European cities for 8 days in total. You only take direct flights to commute between cities. You would like to visit Dubrovnik for 3 days. You would like to visit Berlin for 4 days. During day 1 and day 4, you have to attend a conference in Berlin. You would like to visit Munich for 3 days.
Here ar... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 8 days:\n\n**Day 1-4:** Arriving in Berlin and visit Berlin for 4 days.\n**Day 4:** Fly from Berlin to Munich.\n**Day 4-6:** Visit Munich for 3 days.\n**Day 6:** Fly from Munich to Dubrovnik.\n**Day 6-8:** Visit Dubrovnik for 3 days." | 3 | Berlin**Munich**Dubrovnik | 4**3**3 |
trip_planning_example_7 | trip_planning | You plan to visit 3 European cities for 11 days in total. You only take direct flights to commute between cities. You plan to stay in Venice for 6 days. You would like to visit Dubrovnik for 4 days. You would like to visit Istanbul for 3 days.
Here are the cities that have direct flights:
from Dubrovnik to Istanbul, I... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 11 days:\n\n**Day 1-4:** Arriving in Dubrovnik and visit Dubrovnik for 4 days.\n**Day 4:** Fly from Dubrovnik to Istanbul.\n**Day 4-6:** Visit Istanbul for 3 days.\n**Day 6:** Fly from Istanbul to Venice.\n**Day 6-11:** Visit Venice for 6 days." | 3 | Dubrovnik**Istanbul**Venice | 4**3**6 |
trip_planning_example_8 | trip_planning | You plan to visit 3 European cities for 16 days in total. You only take direct flights to commute between cities. You want to spend 6 days in Krakow. You would like to visit Athens for 7 days. You plan to visit relatives in Athens between day 1 and day 7. You would like to visit Zurich for 5 days.
Here are the cities ... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 16 days:\n\n**Day 1-7:** Arriving in Athens and visit Athens for 7 days.\n**Day 7:** Fly from Athens to Zurich.\n**Day 7-11:** Visit Zurich for 5 days.\n**Day 11:** Fly from Zurich to Krakow.\n**Day 11-16:** Visit Krakow for 6 days." | 3 | Athens**Zurich**Krakow | 7**5**6 |
trip_planning_example_9 | trip_planning | You plan to visit 3 European cities for 10 days in total. You only take direct flights to commute between cities. You want to spend 3 days in Frankfurt. You want to spend 3 days in Bucharest. You would like to visit Stuttgart for 6 days. You have to attend a workshop in Stuttgart between day 5 and day 10.
Here are the... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 10 days:\n\n**Day 1-3:** Arriving in Bucharest and visit Bucharest for 3 days.\n**Day 3:** Fly from Bucharest to Frankfurt.\n**Day 3-5:** Visit Frankfurt for 3 days.\n**Day 5:** Fly from Frankfurt to Stuttgart.\n**Day 5-10:** Visit Stuttgart for 6 days." | 3 | Bucharest**Frankfurt**Stuttgart | 3**3**6 |
trip_planning_example_10 | trip_planning | You plan to visit 3 European cities for 9 days in total. You only take direct flights to commute between cities. You want to spend 3 days in Oslo. You want to spend 5 days in Valencia. You plan to visit relatives in Valencia between day 5 and day 9. You plan to stay in Dublin for 3 days.
Here are the cities that have ... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 9 days:\n\n**Day 1-3:** Arriving in Oslo and visit Oslo for 3 days.\n**Day 3:** Fly from Oslo to Dublin.\n**Day 3-5:** Visit Dublin for 3 days.\n**Day 5:** Fly from Dublin to Valencia.\n**Day 5-9:** Visit Valencia for 5 days." | 3 | Oslo**Dublin**Valencia | 3**3**5 |
trip_planning_example_11 | trip_planning | You plan to visit 3 European cities for 15 days in total. You only take direct flights to commute between cities. You plan to stay in Vienna for 5 days. You plan to stay in Vilnius for 5 days. You plan to stay in Valencia for 7 days. During day 9 and day 15, you have to attend a conference in Valencia.
Here are the ci... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 15 days:\n\n**Day 1-5:** Arriving in Vilnius and visit Vilnius for 5 days.\n**Day 5:** Fly from Vilnius to Vienna.\n**Day 5-9:** Visit Vienna for 5 days.\n**Day 9:** Fly from Vienna to Valencia.\n**Day 9-15:** Visit Valencia for 7 days." | 3 | Vilnius**Vienna**Valencia | 5**5**7 |
trip_planning_example_12 | trip_planning | You plan to visit 3 European cities for 15 days in total. You only take direct flights to commute between cities. You would like to visit Valencia for 5 days. You want to spend 5 days in Amsterdam. You would like to visit Tallinn for 7 days. You want to meet a friend in Tallinn between day 9 and day 15.
Here are the c... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 15 days:\n\n**Day 1-5:** Arriving in Valencia and visit Valencia for 5 days.\n**Day 5:** Fly from Valencia to Amsterdam.\n**Day 5-9:** Visit Amsterdam for 5 days.\n**Day 9:** Fly from Amsterdam to Tallinn.\n**Day 9-15:** Visit Tallinn for 7 days." | 3 | Valencia**Amsterdam**Tallinn | 5**5**7 |
trip_planning_example_13 | trip_planning | You plan to visit 3 European cities for 17 days in total. You only take direct flights to commute between cities. You plan to stay in Lyon for 5 days. You plan to visit relatives in Lyon between day 13 and day 17. You would like to visit Bucharest for 7 days. You want to spend 7 days in Manchester.
Here are the cities... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 17 days:\n\n**Day 1-7:** Arriving in Manchester and visit Manchester for 7 days.\n**Day 7:** Fly from Manchester to Bucharest.\n**Day 7-13:** Visit Bucharest for 7 days.\n**Day 13:** Fly from Bucharest to Lyon.\n**Day 13-17:** Visit Lyon for 5 days." | 3 | Manchester**Bucharest**Lyon | 7**7**5 |
trip_planning_example_14 | trip_planning | You plan to visit 3 European cities for 10 days in total. You only take direct flights to commute between cities. You want to spend 7 days in Lyon. You plan to stay in Krakow for 3 days. From day 8 to day 10, there is a annual show you want to attend in Krakow. You would like to visit Frankfurt for 2 days.
Here are th... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 10 days:\n\n**Day 1-7:** Arriving in Lyon and visit Lyon for 7 days.\n**Day 7:** Fly from Lyon to Frankfurt.\n**Day 7-8:** Visit Frankfurt for 2 days.\n**Day 8:** Fly from Frankfurt to Krakow.\n**Day 8-10:** Visit Krakow for 3 days." | 3 | Lyon**Frankfurt**Krakow | 7**2**3 |
trip_planning_example_15 | trip_planning | You plan to visit 3 European cities for 11 days in total. You only take direct flights to commute between cities. You would like to visit Berlin for 6 days. You plan to stay in Porto for 2 days. You are going to attend a wedding in Porto between day 10 and day 11. You plan to stay in Krakow for 5 days.
Here are the ci... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 11 days:\n\n**Day 1-5:** Arriving in Krakow and visit Krakow for 5 days.\n**Day 5:** Fly from Krakow to Berlin.\n**Day 5-10:** Visit Berlin for 6 days.\n**Day 10:** Fly from Berlin to Porto.\n**Day 10-11:** Visit Porto for 2 days." | 3 | Krakow**Berlin**Porto | 5**6**2 |
trip_planning_example_16 | trip_planning | You plan to visit 3 European cities for 9 days in total. You only take direct flights to commute between cities. You want to spend 3 days in Prague. You have to attend a workshop in Prague between day 1 and day 3. You plan to stay in Vienna for 3 days. You want to spend 5 days in Porto.
Here are the cities that have d... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 9 days:\n\n**Day 1-3:** Arriving in Prague and visit Prague for 3 days.\n**Day 3:** Fly from Prague to Vienna.\n**Day 3-5:** Visit Vienna for 3 days.\n**Day 5:** Fly from Vienna to Porto.\n**Day 5-9:** Visit Porto for 5 days." | 3 | Prague**Vienna**Porto | 3**3**5 |
trip_planning_example_17 | trip_planning | You plan to visit 3 European cities for 11 days in total. You only take direct flights to commute between cities. You would like to visit Copenhagen for 5 days. During day 1 and day 5, you have to attend a conference in Copenhagen. You plan to stay in Vienna for 4 days. You plan to stay in Lyon for 4 days.
Here are th... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 11 days:\n\n**Day 1-5:** Arriving in Copenhagen and visit Copenhagen for 5 days.\n**Day 5:** Fly from Copenhagen to Vienna.\n**Day 5-8:** Visit Vienna for 4 days.\n**Day 8:** Fly from Vienna to Lyon.\n**Day 8-11:** Visit Lyon for 4 days." | 3 | Copenhagen**Vienna**Lyon | 5**4**4 |
trip_planning_example_18 | trip_planning | You plan to visit 3 European cities for 11 days in total. You only take direct flights to commute between cities. You plan to stay in Amsterdam for 5 days. You plan to stay in Vilnius for 2 days. You plan to stay in Bucharest for 6 days. You would like to meet your friends at Bucharest between day 6 and day 11 to tour ... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 11 days:\n\n**Day 1-2:** Arriving in Vilnius and visit Vilnius for 2 days.\n**Day 2:** Fly from Vilnius to Amsterdam.\n**Day 2-6:** Visit Amsterdam for 5 days.\n**Day 6:** Fly from Amsterdam to Bucharest.\n**Day 6-11:** Visit Bucharest for 6 days." | 3 | Vilnius**Amsterdam**Bucharest | 2**5**6 |
trip_planning_example_19 | trip_planning | You plan to visit 3 European cities for 9 days in total. You only take direct flights to commute between cities. You plan to stay in Brussels for 2 days. You would like to visit Valencia for 3 days. You want to spend 6 days in Nice. You would like to meet your friends at Nice between day 1 and day 6 to tour together.
... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 9 days:\n\n**Day 1-6:** Arriving in Nice and visit Nice for 6 days.\n**Day 6:** Fly from Nice to Brussels.\n**Day 6-7:** Visit Brussels for 2 days.\n**Day 7:** Fly from Brussels to Valencia.\n**Day 7-9:** Visit Valencia for 3 days." | 3 | Nice**Brussels**Valencia | 6**2**3 |
trip_planning_example_20 | trip_planning | You plan to visit 3 European cities for 12 days in total. You only take direct flights to commute between cities. You would like to visit Istanbul for 5 days. You would like to visit Budapest for 6 days. You would like to visit Dubrovnik for 3 days.
Here are the cities that have direct flights:
Istanbul and Budapest, ... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 12 days:\n\n**Day 1-3:** Arriving in Dubrovnik and visit Dubrovnik for 3 days.\n**Day 3:** Fly from Dubrovnik to Istanbul.\n**Day 3-7:** Visit Istanbul for 5 days.\n**Day 7:** Fly from Istanbul to Budapest.\n**Day 7-12:** Visit Budapest for 6 days." | 3 | Dubrovnik**Istanbul**Budapest | 3**5**6 |
trip_planning_example_21 | trip_planning | You plan to visit 3 European cities for 10 days in total. You only take direct flights to commute between cities. You would like to visit Venice for 6 days. You have to attend a workshop in Venice between day 5 and day 10. You want to spend 2 days in Mykonos. You plan to stay in Vienna for 4 days.
Here are the cities ... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 10 days:\n\n**Day 1-2:** Arriving in Mykonos and visit Mykonos for 2 days.\n**Day 2:** Fly from Mykonos to Vienna.\n**Day 2-5:** Visit Vienna for 4 days.\n**Day 5:** Fly from Vienna to Venice.\n**Day 5-10:** Visit Venice for 6 days." | 3 | Mykonos**Vienna**Venice | 2**4**6 |
trip_planning_example_22 | trip_planning | You plan to visit 3 European cities for 11 days in total. You only take direct flights to commute between cities. You would like to visit Frankfurt for 4 days. You want to spend 2 days in Bucharest. You would like to visit Berlin for 7 days. From day 1 to day 7, there is a annual show you want to attend in Berlin.
Her... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 11 days:\n\n**Day 1-7:** Arriving in Berlin and visit Berlin for 7 days.\n**Day 7:** Fly from Berlin to Frankfurt.\n**Day 7-10:** Visit Frankfurt for 4 days.\n**Day 10:** Fly from Frankfurt to Bucharest.\n**Day 10-11:** Visit Bucharest for 2 days." | 3 | Berlin**Frankfurt**Bucharest | 7**4**2 |
trip_planning_example_23 | trip_planning | You plan to visit 3 European cities for 8 days in total. You only take direct flights to commute between cities. You plan to stay in London for 3 days. You plan to stay in Bucharest for 3 days. You want to spend 4 days in Riga. You have to attend a workshop in Riga between day 5 and day 8.
Here are the cities that hav... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 8 days:\n\n**Day 1-3:** Arriving in London and visit London for 3 days.\n**Day 3:** Fly from London to Bucharest.\n**Day 3-5:** Visit Bucharest for 3 days.\n**Day 5:** Fly from Bucharest to Riga.\n**Day 5-8:** Visit Riga for 4 days." | 3 | London**Bucharest**Riga | 3**3**4 |
trip_planning_example_24 | trip_planning | You plan to visit 3 European cities for 13 days in total. You only take direct flights to commute between cities. You plan to stay in Florence for 4 days. You have to attend a workshop in Florence between day 1 and day 4. You would like to visit Amsterdam for 6 days. You would like to visit Riga for 5 days.
Here are t... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 13 days:\n\n**Day 1-4:** Arriving in Florence and visit Florence for 4 days.\n**Day 4:** Fly from Florence to Amsterdam.\n**Day 4-9:** Visit Amsterdam for 6 days.\n**Day 9:** Fly from Amsterdam to Riga.\n**Day 9-13:** Visit Riga for 5 days." | 3 | Florence**Amsterdam**Riga | 4**6**5 |
trip_planning_example_25 | trip_planning | You plan to visit 3 European cities for 16 days in total. You only take direct flights to commute between cities. You want to spend 5 days in Valencia. You want to spend 7 days in Split. From day 10 to day 16, there is a annual show you want to attend in Split. You would like to visit Lyon for 6 days.
Here are the cit... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 16 days:\n\n**Day 1-5:** Arriving in Valencia and visit Valencia for 5 days.\n**Day 5:** Fly from Valencia to Lyon.\n**Day 5-10:** Visit Lyon for 6 days.\n**Day 10:** Fly from Lyon to Split.\n**Day 10-16:** Visit Split for 7 days." | 3 | Valencia**Lyon**Split | 5**6**7 |
trip_planning_example_26 | trip_planning | You plan to visit 3 European cities for 16 days in total. You only take direct flights to commute between cities. You plan to stay in Porto for 7 days. You want to spend 6 days in Berlin. You would like to visit Reykjavik for 5 days. You want to meet a friend in Reykjavik between day 12 and day 16.
Here are the cities... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 16 days:\n\n**Day 1-7:** Arriving in Porto and visit Porto for 7 days.\n**Day 7:** Fly from Porto to Berlin.\n**Day 7-12:** Visit Berlin for 6 days.\n**Day 12:** Fly from Berlin to Reykjavik.\n**Day 12-16:** Visit Reykjavik for 5 days." | 3 | Porto**Berlin**Reykjavik | 7**6**5 |
trip_planning_example_27 | trip_planning | You plan to visit 3 European cities for 14 days in total. You only take direct flights to commute between cities. You would like to visit Santorini for 3 days. You plan to visit relatives in Santorini between day 12 and day 14. You plan to stay in Amsterdam for 7 days. You would like to visit Istanbul for 6 days.
Here... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 14 days:\n\n**Day 1-6:** Arriving in Istanbul and visit Istanbul for 6 days.\n**Day 6:** Fly from Istanbul to Amsterdam.\n**Day 6-12:** Visit Amsterdam for 7 days.\n**Day 12:** Fly from Amsterdam to Santorini.\n**Day 12-14:** Visit Santorini for 3 days." | 3 | Istanbul**Amsterdam**Santorini | 6**7**3 |
trip_planning_example_28 | trip_planning | You plan to visit 3 European cities for 12 days in total. You only take direct flights to commute between cities. You would like to visit Venice for 6 days. You would like to visit Florence for 6 days. You plan to stay in Zurich for 2 days.
Here are the cities that have direct flights:
Venice and Zurich, from Zurich t... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 12 days:\n\n**Day 1-6:** Arriving in Venice and visit Venice for 6 days.\n**Day 6:** Fly from Venice to Zurich.\n**Day 6-7:** Visit Zurich for 2 days.\n**Day 7:** Fly from Zurich to Florence.\n**Day 7-12:** Visit Florence for 6 days." | 3 | Venice**Zurich**Florence | 6**2**6 |
trip_planning_example_29 | trip_planning | You plan to visit 3 European cities for 10 days in total. You only take direct flights to commute between cities. You want to spend 2 days in Krakow. You are going to attend a wedding in Krakow between day 9 and day 10. You plan to stay in Dubrovnik for 7 days. You would like to visit Frankfurt for 3 days.
Here are th... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 10 days:\n\n**Day 1-7:** Arriving in Dubrovnik and visit Dubrovnik for 7 days.\n**Day 7:** Fly from Dubrovnik to Frankfurt.\n**Day 7-9:** Visit Frankfurt for 3 days.\n**Day 9:** Fly from Frankfurt to Krakow.\n**Day 9-10:** Visit Krakow for 2 days." | 3 | Dubrovnik**Frankfurt**Krakow | 7**3**2 |
trip_planning_example_30 | trip_planning | You plan to visit 3 European cities for 14 days in total. You only take direct flights to commute between cities. You plan to stay in Istanbul for 5 days. You would like to visit Tallinn for 4 days. You would like to visit Zurich for 7 days. From day 1 to day 7, there is a annual show you want to attend in Zurich.
Her... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 14 days:\n\n**Day 1-7:** Arriving in Zurich and visit Zurich for 7 days.\n**Day 7:** Fly from Zurich to Istanbul.\n**Day 7-11:** Visit Istanbul for 5 days.\n**Day 11:** Fly from Istanbul to Tallinn.\n**Day 11-14:** Visit Tallinn for 4 days." | 3 | Zurich**Istanbul**Tallinn | 7**5**4 |
trip_planning_example_31 | trip_planning | You plan to visit 3 European cities for 10 days in total. You only take direct flights to commute between cities. You want to spend 2 days in Frankfurt. You want to spend 3 days in Reykjavik. You have to attend a workshop in Reykjavik between day 8 and day 10. You want to spend 7 days in Split.
Here are the cities tha... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 10 days:\n\n**Day 1-7:** Arriving in Split and visit Split for 7 days.\n**Day 7:** Fly from Split to Frankfurt.\n**Day 7-8:** Visit Frankfurt for 2 days.\n**Day 8:** Fly from Frankfurt to Reykjavik.\n**Day 8-10:** Visit Reykjavik for 3 days." | 3 | Split**Frankfurt**Reykjavik | 7**2**3 |
trip_planning_example_32 | trip_planning | You plan to visit 3 European cities for 10 days in total. You only take direct flights to commute between cities. You would like to visit Reykjavik for 5 days. From day 6 to day 10, there is a annual show you want to attend in Reykjavik. You would like to visit Riga for 3 days. You would like to visit Paris for 4 days.... | You are an expert at planning trips. You are given a few constraints regarding the cities to visit and the durations of staying at each city. You are also given the flight information between the cities. Here are a few example tasks and solutions:
TASK: You plan to visit 3 European cities for 7 days in total. You only... | "Here is the trip plan for visiting the 3 European cities for 10 days:\n\n**Day 1-3:** Arriving in Riga and visit Riga for 3 days.\n**Day 3:** Fly from Riga to Paris.\n**Day 3-6:** Visit Paris for 4 days.\n**Day 6:** Fly from Paris to Reykjavik.\n**Day 6-10:** Visit Reykjavik for 5 days." | 3 | Riga**Paris**Reykjavik | 3**4**5 |
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naturalplan-benchmark
Natural Plan: Benchmarking LLMs on Natural Language Planning (Trip, Meeting, Calendar)
Dataset Description
This dataset is a standardized version of the original benchmark, prepared for easy evaluation of LLMs on planning tasks.
Splits
- test: 3,600 samples
Features
{
"id": "Value(dtype='string', id=None)",
"task_type": "Value(dtype='string', id=None)",
"prompt_0shot": "Value(dtype='string', id=None)",
"prompt_5shot": "Value(dtype='string', id=None)",
"golden_plan": "Value(dtype='string', id=None)",
"num_cities": "Value(dtype='string', id=None)",
"cities": "Value(dtype='string', id=None)",
"durations": "Value(dtype='string', id=None)"
}
Usage
from datasets import load_dataset
# Load the dataset
dataset = load_dataset("tuandunghcmut/naturalplan-benchmark")
# 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:
@article{zheng2024naturalplanbenchmarkingllms,
title={NATURAL PLAN: Benchmarking LLMs on Natural Language Planning},
author={Huaixiu Steven Zheng and Swaroop Mishra and Hugh Zhang and Xinyun Chen and Minmin Chen and Azade Nova and Le Hou and Heng-Tze Cheng and Quoc V. Le and Ed H. Chi and Denny Zhou},
year={2024},
eprint={2406.04520},
archivePrefix={arXiv
}
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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