id stringlengths 24 34 | official_category stringclasses 4
values | task_type stringclasses 3
values | user_prompt stringlengths 557 3.76k | function listlengths 17 39 | ground_truth listlengths 2 34 | turn_index int64 0 6 |
|---|---|---|---|---|---|---|
multi_turn_base_94_turn_1 | multi_turn_base_step | math/data_processing | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"VehicleControlAPI": {"remainingUnlockedDoors": 0, "fuelLevel": 10.0, "batteryVoltage": 12.6, "engin... | [
{
"name": "activateParkingBrake",
"description": "This tool belongs to the vehicle control system, which allows users to control various aspects of the car such as engine, doors, climate control, lights, and more. Tool description: Activates the parking brake of the vehicle.",
"parameters": {
"typ... | [
{
"check_tire_pressure": {}
},
{
"find_nearest_tire_shop": {}
},
{
"set_navigation": {
"destination": [
"456 Oakwood Avenue, Rivermist, 83214"
]
}
}
] | 1 |
multi_turn_long_context_63_turn_1 | multi_turn_long_context_step | math/data_processing | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"VehicleControlAPI": {"fuelLevel": 0.0, "batteryVoltage": 12.6, "engineState": "stopped", "doorStatu... | [
{
"name": "add_contact",
"description": "This tool belongs to the Message API, which is used to manage user interactions in a workspace. Tool description: Add a contact to the workspace.",
"parameters": {
"type": "dict",
"properties": {
"user_name": {
"type": "string",
... | [
{
"fillFuelTank": {
"fuelAmount": [
43.85
]
}
},
{
"activateParkingBrake": {
"mode": [
"engage"
]
}
},
{
"lockDoors": {
"unlock": [
false
],
"door": [
[
"driver",
"passenger",
"rear_le... | 1 |
multi_turn_miss_func_134_turn_2 | multi_turn_miss_func_step | math/data_processing | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"TradingBot": {"account_info": {"account_id": 12345, "balance": 10000.0, "binding_card": 19742021409... | [
{
"name": "add_to_watchlist",
"description": "This tool belongs to the trading system, which allows users to trade stocks, manage their account, and view stock information. Tool description: Add a stock to the watchlist.",
"parameters": {
"type": "dict",
"properties": {
"stock": {
... | [
{
"get_order_details": {
"order_id": [
12446
]
}
},
{
"cancel_order": {
"order_id": [
12446
]
}
}
] | 2 |
multi_turn_base_37_turn_2 | multi_turn_base_step | math/data_processing | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"GorillaFileSystem": {"root": {"temp": {"type": "directory", "contents": {"dev_summary.txt": {"type"... | [
{
"name": "cat",
"description": "This tool belongs to the Gorilla file system. It is a simple file system that allows users to perform basic file operations such as navigating directories, creating files and directories, reading and writing to files, etc. Tool description: Display the contents of a file of ... | [
{
"touch": {
"file_name": [
"1.txt"
]
}
},
{
"echo": {
"content": [
"However, a server error was detected in the final testing phase."
],
"file_name": [
"1.txt"
]
}
}
] | 2 |
multi_turn_miss_param_86_turn_0 | multi_turn_miss_param_step | travel/local_services/logistics | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"VehicleControlAPI": {"fuelLevel": 15.5, "batteryVoltage": 12.8, "engineState": "stopped", "doorStat... | [
{
"name": "authenticate_twitter",
"description": "This tool belongs to the TwitterAPI, which provides core functionality for posting tweets, retweeting, commenting, and following users on Twitter. Tool description: Authenticate a user with username and password.",
"parameters": {
"type": "dict",
... | [
{
"lockDoors": {
"unlock": [
false
],
"door": [
[
"driver",
"passenger",
"rear_left",
"rear_right"
]
]
}
},
{
"activateParkingBrake": {
"mode": [
"engage"
]
}
},
{
"pressBrakePedal... | 0 |
multi_turn_miss_param_26_turn_0 | multi_turn_miss_param_step | math/data_processing | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"GorillaFileSystem": {"root": {"alex": {"type": "directory", "contents": {"tmp": {"type": "directory... | [
{
"name": "cat",
"description": "This tool belongs to the Gorilla file system. It is a simple file system that allows users to perform basic file operations such as navigating directories, creating files and directories, reading and writing to files, etc. Tool description: Display the contents of a file of ... | [
{
"cd": {
"folder": [
"tmp"
]
}
},
{
"ls": {
"a": [
true
]
}
}
] | 0 |
multi_turn_miss_func_164_turn_1 | multi_turn_miss_func_step | travel/local_services/logistics | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"TravelAPI": {"credit_card_list": {"card_3456": {"card_number": "9876543210123456", "card_type": "Vi... | [
{
"name": "authenticate_travel",
"description": "This tool belongs to the travel system, which allows users to book flights, manage credit cards, and view budget information. Tool description: Authenticate the user with the travel API",
"parameters": {
"type": "dict",
"properties": {
... | [
{
"compute_exchange_rate": {
"base_currency": [
"RMB"
],
"target_currency": [
"USD"
],
"value": [
10000
]
}
},
{
"set_budget_limit": {
"access_token": [
"abc123"
],
"budget_limit": [
1428.57
]
}
... | 1 |
multi_turn_base_96_turn_1 | multi_turn_base_step | math/data_processing | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"VehicleControlAPI": {"fuelLevel": 15.0, "batteryVoltage": 13.2, "engineState": "stopped", "doorStat... | [
{
"name": "activateParkingBrake",
"description": "This tool belongs to the vehicle control system, which allows users to control various aspects of the car such as engine, doors, climate control, lights, and more. Tool description: Activates the parking brake of the vehicle.",
"parameters": {
"typ... | [
{
"get_zipcode_based_on_city": {
"city": [
"San Francisco"
]
}
},
{
"get_zipcode_based_on_city": {
"city": [
"Rivermist"
]
}
},
{
"estimate_distance": {
"cityA": [
"94016"
],
"cityB": [
"83214"
]
}
}
] | 1 |
multi_turn_long_context_80_turn_3 | multi_turn_long_context_step | math/data_processing | This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling task.
Use the context below only to decide the tool calls needed for the CURRENT user turn.
Initial environment state:
{"VehicleControlAPI": {"fuelLevel": 5.0, "batteryVoltage": 12.6, "engineState": "stopped", "doorStatu... | [
{
"name": "activateParkingBrake",
"description": "This tool belongs to the vehicle control system, which allows users to control various aspects of the car such as engine, doors, climate control, lights, and more. Tool description: Activates the parking brake of the vehicle.",
"parameters": {
"typ... | [
{
"lockDoors": {
"unlock": [
false
],
"door": [
[
"driver",
"passenger",
"rear_left",
"rear_right"
]
]
}
},
{
"pressBrakePedal": {
"pedalPosition": [
1
]
}
},
{
"startEngine": {
... | 3 |
multi_turn_miss_param_128_turn_0 | multi_turn_miss_param_step | math/data_processing | "This is one step from a BFCL multi-turn trajectory, converted into a single-turn function-calling t(...TRUNCATED) | [{"name":"add_to_watchlist","description":"This tool belongs to the trading system, which allows use(...TRUNCATED) | [
{
"get_current_time": {}
},
{
"get_available_stocks": {
"sector": [
"Technology"
]
}
}
] | 0 |
End of preview. Expand in Data Studio
BFCL V4 Parallel Multi-Turn
Flattened current-turn rows from BFCL v4 multi-turn trajectories for decentralized multi-agent function-calling experiments.
Source data comes from the official Berkeley Function Calling Leaderboard v4 data and possible-answer files.
Fields
idofficial_categorytask_typeuser_promptfunctionground_truthturn_index
Categories
multi_turn_base_stepmulti_turn_long_context_stepmulti_turn_miss_func_stepmulti_turn_miss_param_step
Counts
train: 820 rowseval: 204 rows- total: 1024 rows
By category:
multi_turn_base_step: 257multi_turn_long_context_step: 257multi_turn_miss_func_step: 255multi_turn_miss_param_step: 255
Notes
turn_indexis zero-based in the original BFCL multi-turn trajectory.user_promptcontains the needed history/context;ground_truthcontains only the current turn's tool calls.- The rows are flattened training items, not full stateful multi-turn episodes.
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