Arabic Prompts with English Tools: A Benchmark
Paper • 2601.05101 • Published
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The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type string to null
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
cast_array_to_feature(
~~~~~~~~~~~~~~~~~~~~~^
table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
feature,
^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
~~~~^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
return array_cast(
array,
...<2 lines>...
allow_decimal_to_str=allow_decimal_to_str,
)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2014, in array_cast
raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
TypeError: Couldn't cast array of type string to null
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 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, 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.
id string | category string | query_en string | query_ar_msa string | system_prompt_en string | system_prompt_ar string | tool_names list | expected_behavior string | accepted_answer string | tools_json string | ground_truth_json null |
|---|---|---|---|---|---|---|---|---|---|---|
irrelevance_0 | irrelevance | Calculate the area of a triangle given the base is 10 meters and height is 5 meters. | احسب مساحة مثلث إذا كانت القاعدة 10 أمتار والارتفاع 5 أمتار. | [
"determine_body_mass_index"
] | no_call | (no tool call) | [{"name": "determine_body_mass_index", "description": "Calculate body mass index given weight and height.", "parameters": {"type": "dict", "properties": {"weight": {"type": "float", "description": "Weight of the individual in kilograms."}, "height": {"type": "float", "description": "Height of the individual in meters."... | null | ||
irrelevance_1 | irrelevance | Solve the quadratic equation with coefficients a = 1, b = 2, and c = 3. | حل المعادلة التربيعية مع المعاملات a = 1، b = 2، و c = 3. | [
"math.sum"
] | no_call | (no tool call) | [{"name": "math.sum", "description": "Compute the sum of all numbers in a list.", "parameters": {"type": "dict", "properties": {"numbers": {"type": "array", "items": {"type": "float"}, "description": "The list of numbers to be added up."}, "decimal_places": {"type": "integer", "description": "The number of decimal plac... | null | ||
irrelevance_2 | irrelevance | Solve for the roots of the equation 3x^2 - 2x - 5. | حلل جذور المعادلة 3x^2 - 2x - 5. | [
"distance_calculator.calculate"
] | no_call | (no tool call) | [{"name": "distance_calculator.calculate", "description": "Calculate the distance between two geographical coordinates.", "parameters": {"type": "dict", "properties": {"coordinate_1": {"type": "array", "items": {"type": "float"}, "description": "The first coordinate, a pair of latitude and longitude."}, "coordinate_2":... | null | ||
irrelevance_3 | irrelevance | What is the slope of the line which is perpendicular to the line with the equation y = 3x + 2? | ما هو ميل الخط الذي يكون عمودياً على الخط الذي له المعادلة y = 3x + 2؟ | [
"find_critical_points"
] | no_call | (no tool call) | [{"name": "find_critical_points", "description": "Finds the critical points of the function.", "parameters": {"type": "dict", "properties": {"function": {"type": "string", "description": "The function to find the critical points for."}, "variable": {"type": "string", "description": "The variable in the function."}, "ra... | null | ||
irrelevance_4 | irrelevance | What is the roots of linear equation bx + c = 0? | ما هي جذور المعادلة الخطية bx + c = 0؟ | [
"find_roots"
] | no_call | (no tool call) | [{"name": "find_roots", "description": "Find the roots of a quadratic equation ax^2 + bx + c = 0.", "parameters": {"type": "dict", "properties": {"a": {"type": "float", "description": "Coefficient of x^2."}, "b": {"type": "float", "description": "Coefficient of x."}, "c": {"type": "float", "description": "Constant term... | null | ||
irrelevance_5 | irrelevance | What is the perimeter of a rectangle with length 5 meters and width 4 meters? | ما هو محيط مستطيل طوله 5 أمتار وعرضه 4 أمتار؟ | [
"solve_quadratic_equation"
] | no_call | (no tool call) | [{"name": "solve_quadratic_equation", "description": "Solves a quadratic equation and returns the possible solutions.", "parameters": {"type": "dict", "properties": {"a": {"type": "float", "description": "Coefficient of the x-squared term in the quadratic equation."}, "b": {"type": "float", "description": "Coefficient ... | null | ||
irrelevance_6 | irrelevance | What's the area of a rectangle that has width of 5m and length of 7m? | ما هي مساحة المستطيل الذي عرضه 5م وطوله 7م؟ | [
"draw_circle"
] | no_call | (no tool call) | [{"name": "draw_circle", "description": "Draw a circle based on the radius provided.", "parameters": {"type": "dict", "properties": {"radius": {"type": "float", "description": "The radius of the circle."}, "unit": {"type": "string", "description": "The unit of measurement for the radius. e.g. 'm' for meters, 'cm' for c... | null | ||
irrelevance_7 | irrelevance | What is the area under the curve of the function f(x) = 3x^2 from x = 1 to x = 5? | ما هي المساحة تحت منحنى الدالة f(x) = 3x^2 من x = 1 إلى x = 5؟ | [
"draw_circle"
] | no_call | (no tool call) | [{"name": "draw_circle", "description": "Draw a circle based on the radius provided.", "parameters": {"type": "dict", "properties": {"radius": {"type": "float", "description": "The radius of the circle."}, "unit": {"type": "string", "description": "The unit of measurement for the radius. e.g. 'm' for meters, 'cm' for c... | null | ||
irrelevance_8 | irrelevance | Find the integral of x^3 from 1 to 5 | احسب التكامل لـ x^3 من 1 إلى 5 | [
"str_to_int"
] | no_call | (no tool call) | [{"name": "str_to_int", "description": "Converts string value to integer.", "parameters": {"type": "dict", "properties": {"value": {"type": "string", "description": "String value to be converted to integer"}}, "required": ["value"]}}] | null | ||
irrelevance_9 | irrelevance | Find the definite integral of f(x)=x^2 from x=1 to x=3. | احسب التكامل المحدد لـ f(x)=x^2 من x=1 إلى x=3. | [
"CalculateTax"
] | no_call | (no tool call) | [{"name": "CalculateTax", "description": "Calculate the income tax based on the annual income, tax rate, and other deductions.", "parameters": {"type": "dict", "properties": {"annual_income": {"type": "float", "description": "The annual income of the person."}, "tax_rate": {"type": "float", "description": "The tax rate... | null | ||
irrelevance_10 | irrelevance | Compute the derivative of the function '2x' within the at 1. | احسب مشتق الدالة '2x' عند 1. | [
"calculus.compute_definite_integral"
] | no_call | (no tool call) | [{"name": "calculus.compute_definite_integral", "description": "Compute the definite integral of a function within a given interval.", "parameters": {"type": "dict", "properties": {"function": {"type": "string", "description": "The function to be integrated."}, "interval": {"type": "array", "items": {"type": "integer"}... | null | ||
irrelevance_11 | irrelevance | What is the closest integer to 30? | ما هو أقرب عدد صحيح إلى 30؟ | [
"get_closest_prime"
] | no_call | (no tool call) | [{"name": "get_closest_prime", "description": "Retrieve the closest prime number that is lesser than a given number.", "parameters": {"type": "dict", "properties": {"number": {"type": "integer", "description": "The number which will serve as the upper limit to find the closest prime."}, "skip": {"type": "integer", "des... | null | ||
irrelevance_12 | irrelevance | Find the fastest route from New York to Boston. | ابحث عن أسرع طريق من نيويورك إلى بوسطن. | [
"prime_numbers_in_range"
] | no_call | (no tool call) | [{"name": "prime_numbers_in_range", "description": "Find all the prime numbers within a certain numeric range.", "parameters": {"type": "dict", "properties": {"start": {"type": "integer", "description": "The start of the numeric range."}, "end": {"type": "integer", "description": "The end of the numeric range."}, "retu... | null | ||
irrelevance_13 | irrelevance | Calculate the prime factors of 100. | احسب العوامل الأولية لـ 100. | [
"calculate_compound_interest"
] | no_call | (no tool call) | [{"name": "calculate_compound_interest", "description": "Calculate the compound interest for a given principal amount, rate, time and compounding frequency.", "parameters": {"type": "dict", "properties": {"principal_amount": {"type": "float", "description": "The initial amount of money that is loaned or invested."}, "a... | null | ||
irrelevance_14 | irrelevance | What is the acceleration a ball will reach if it's thrown straight upwards with a velocity of 5 m/s? | ما هو التسارع الذي ستصل إليه الكرة إذا تم رميها عموديًا لأعلى بسرعة 5 م/ث؟ | [
"calculate_maximum_height"
] | no_call | (no tool call) | [{"name": "calculate_maximum_height", "description": "Calculate the maximum height an object will reach if it's thrown straight upwards with an initial velocity, ignoring air resistance.", "parameters": {"type": "dict", "properties": {"initial_velocity": {"type": "float", "description": "The initial velocity in meters ... | null | ||
irrelevance_15 | irrelevance | What are the latest movie releases? | ما هي أحدث إصدارات الأفلام؟ | [
"calculate_velocity"
] | no_call | (no tool call) | [{"name": "calculate_velocity", "description": "Calculate the final velocity of an object in motion given its initial velocity, acceleration and time.", "parameters": {"type": "dict", "properties": {"initial_velocity": {"type": "float", "description": "The initial velocity of the object in m/s."}, "acceleration": {"typ... | null | ||
irrelevance_16 | irrelevance | How far will a car travel in time 't' when launched with velocity 'v' at an angle 'theta'? | كم ستقطع السيارة من مسافة في الزمن 't' عند إطلاقها بسرعة 'v' بزاوية 'theta'؟ | [
"calculate_projectile_range"
] | no_call | (no tool call) | [{"name": "calculate_projectile_range", "description": "Calculate the range of a projectile launched at an angle with initial velocity, using the kinematic equation.", "parameters": {"type": "dict", "properties": {"initial_velocity": {"type": "float", "description": "The initial velocity at which projectile is launched... | null | ||
irrelevance_17 | irrelevance | What's the time right now? | ما هو الوقت الآن؟ | [
"calculate_time"
] | no_call | (no tool call) | [{"name": "calculate_time", "description": "Calculates the time taken to cover a distance at a certain speed.", "parameters": {"type": "dict", "properties": {"distance": {"type": "float", "description": "The distance to be covered in meters."}, "speed": {"type": "float", "description": "The speed at which the object is... | null | ||
irrelevance_18 | irrelevance | How do I find the angle of the force for a given momentum? | كيف أجد زاوية القوة لزخم معين؟ | [
"calculate_vector_angle"
] | no_call | (no tool call) | [{"name": "calculate_vector_angle", "description": "Calculate the angle of a vector based on its X and Y components.", "parameters": {"type": "dict", "properties": {"X_component": {"type": "float", "description": "The X component of the vector."}, "Y_component": {"type": "float", "description": "The Y component of the ... | null | ||
irrelevance_19 | irrelevance | Find the volume of a cone with base radius 3 cm and height 5 cm. | احسب حجم المخروط الذي له نصف قطر قاعدة 3 سم وارتفاع 5 سم. | [
"investment_calculator.calculate_return"
] | no_call | (no tool call) | [{"name": "investment_calculator.calculate_return", "description": "Calculate the return of an investment after a specific duration.", "parameters": {"type": "dict", "properties": {"initial_investment": {"type": "float", "description": "The initial investment amount."}, "annual_rate": {"type": "float", "description": "... | null | ||
irrelevance_20 | irrelevance | Find the duration of flight between Los Angeles and Miami. | ابحث عن مدة الرحلة بين لوس أنجلوس وميامي. | [
"currency_converter"
] | no_call | (no tool call) | [{"name": "currency_converter", "description": "Converts a value from one currency to another.", "parameters": {"type": "dict", "properties": {"base_currency": {"type": "string", "description": "The base currency you want to convert from."}, "target_currency": {"type": "string", "description": "The target currency you ... | null | ||
irrelevance_21 | irrelevance | What's the magnetic field at a point 4m away from a wire carrying a current of 2A? | ما هو المجال المغناطيسي عند نقطة تبعد 4 أمتار عن سلك يحمل تيارًا قدره 2 أمبير؟ | [
"calculate_wave_amplitude"
] | no_call | (no tool call) | [{"name": "calculate_wave_amplitude", "description": "Calculate the amplitude of an electromagnetic wave based on its maximum electric field strength.", "parameters": {"type": "dict", "properties": {"max_electric_field_strength": {"type": "float", "description": "The maximum electric field strength of the electromagnet... | null | ||
irrelevance_22 | irrelevance | What is the magnetic field at a point located at distance 'r' from a wire carrying current 'I'? | ما هو المجال المغناطيسي عند نقطة تقع على مسافة 'r' من سلك يحمل تيار 'I'؟ | [
"magnetic_field_intensity"
] | no_call | (no tool call) | [{"name": "magnetic_field_intensity", "description": "Calculates the magnetic field intensity at a point located at a given distance from a current carrying wire", "parameters": {"type": "dict", "properties": {"current": {"type": "float", "description": "The current flowing through the wire in Amperes."}, "distance": {... | null | ||
irrelevance_23 | irrelevance | What's the mass of an electron? | ما هي كتلة الإلكترون؟ | [
"calculate_magnetic_field"
] | no_call | (no tool call) | [{"name": "calculate_magnetic_field", "description": "Calculate the magnetic field at a certain distance from a straight wire carrying current using Ampere’s Law.", "parameters": {"type": "dict", "properties": {"current": {"type": "float", "description": "The current flowing through the wire in amperes."}, "distance": ... | null | ||
irrelevance_24 | irrelevance | What's the mass of an electron? | ما هي كتلة الإلكترون؟ | [
"calculate_current"
] | no_call | (no tool call) | [{"name": "calculate_current", "description": "Calculate the electric current by giving the voltage and resistance.", "parameters": {"type": "dict", "properties": {"voltage": {"type": "float", "description": "The electric voltage in volts."}, "resistance": {"type": "float", "description": "The electrical resistance in ... | null | ||
irrelevance_25 | irrelevance | What is the freezing point point of water at a pressure of 10 kPa? | ما هي نقطة تجمد الماء عند ضغط 10 كيلو باسكال؟ | [
"thermodynamics.calculate_boiling_point"
] | no_call | (no tool call) | [{"name": "thermodynamics.calculate_boiling_point", "description": "Calculate the boiling point of a given substance at a specific pressure.", "parameters": {"type": "dict", "properties": {"substance": {"type": "string", "description": "The substance for which to calculate the boiling point."}, "pressure": {"type": "fl... | null | ||
irrelevance_26 | irrelevance | How much gas is generated from heating a 2 m³ closed chamber with air at a temperature of 25°C to 100°C? | كم كمية الغاز الناتجة عن تسخين غرفة مغلقة سعتها 2 م³ بالهواء عند درجة حرارة 25°C إلى 100°C؟ | [
"thermodynamics.calc_gas_pressure"
] | no_call | (no tool call) | [{"name": "thermodynamics.calc_gas_pressure", "description": "Calculate gas pressure in a closed chamber due to heating", "parameters": {"type": "dict", "properties": {"volume": {"type": "float", "description": "The volume of the chamber in cubic meters."}, "initial_temperature": {"type": "float", "description": "The i... | null | ||
irrelevance_27 | irrelevance | What will be the energy needed to increase the temperature of 3 kg of water by 4 degrees Celsius? | ما هي الطاقة المطلوبة لزيادة درجة حرارة 3 كجم من الماء بمقدار 4 درجات مئوية؟ | [
"calculate_heat"
] | no_call | (no tool call) | [{"name": "calculate_heat", "description": "Calculate the heat required to raise the temperature of a substance using its specific heat.", "parameters": {"type": "dict", "properties": {"mass": {"type": "float", "description": "The mass of the substance in kilograms."}, "specific_heat": {"type": "float", "description": ... | null | ||
irrelevance_28 | irrelevance | How many sides does a hexagon have? | كم عدد الأضلاع التي يمتلكها السداسي؟ | [
"calculate_boiling_point"
] | no_call | (no tool call) | [{"name": "calculate_boiling_point", "description": "Calculate the boiling point of a given substance at a given pressure.", "parameters": {"type": "dict", "properties": {"substance": {"type": "string", "description": "The chemical name of the substance."}, "pressure": {"type": "float", "description": "The external pre... | null | ||
irrelevance_29 | irrelevance | Identify the number of the mitochondria in a cell. | حدد عدد الميتوكوندريا في الخلية. | [
"get_cell_function"
] | no_call | (no tool call) | [{"name": "get_cell_function", "description": "Get the information about cell functions based on its part.", "parameters": {"type": "dict", "properties": {"cell_part": {"type": "string", "description": "The part of the cell, e.g. mitochondria"}, "detail_level": {"type": "string", "enum": ["basic", "detailed"], "descrip... | null | ||
irrelevance_30 | irrelevance | What's the name of a type of cell that has multiple nuclei? | ما اسم نوع الخلية التي تحتوي على نوى متعددة؟ | [
"bloodcell_classification"
] | no_call | (no tool call) | [{"name": "bloodcell_classification", "description": "Identify and categorize different types of blood cells based on given attributes.", "parameters": {"type": "dict", "properties": {"cell_shape": {"type": "string", "description": "The shape of the cell, e.g. round, oval."}, "cell_size": {"type": "string", "descriptio... | null | ||
irrelevance_31 | irrelevance | Find the favorite restaurant in London. | ابحث عن المطعم المفضل في لندن. | [
"cell.divide"
] | no_call | (no tool call) | [{"name": "cell.divide", "description": "Simulate the division of a cell into two daughter cells.", "parameters": {"type": "dict", "properties": {"cell_id": {"type": "string", "description": "The unique ID of the parent cell."}, "method": {"type": "string", "description": "The method of cell division, i.e., 'mitosis' o... | null | ||
irrelevance_32 | irrelevance | Identify the type of blood cells responsible for clotting. | حدد نوع خلايا الدم المسؤولة عن التخثر. | [
"cellBiology.getCellType"
] | no_call | (no tool call) | [{"name": "cellBiology.getCellType", "description": "This function will return the type of the cell based on it's characteristics.", "parameters": {"type": "dict", "properties": {"nucleus_count": {"type": "integer", "description": "The number of nucleus in the cell."}, "organism_type": {"type": "string", "description":... | null | ||
irrelevance_33 | irrelevance | Identify the genetic code sequence "ATCG". | حدد تسلسل الشيفرة الوراثية "ATCG". | [
"identify_species"
] | no_call | (no tool call) | [{"name": "identify_species", "description": "Identifies the species of an organism based on its genetic code sequence.", "parameters": {"type": "dict", "properties": {"sequence": {"type": "string", "description": "A genetic code sequence."}, "database": {"type": "string", "description": "The genetic database to refer ... | null | ||
irrelevance_34 | irrelevance | What is the dominant genetic trait of a Lion? | ما هي السمة الوراثية السائدة للأسد؟ | [
"genetics.get_variant_frequency"
] | no_call | (no tool call) | [{"name": "genetics.get_variant_frequency", "description": "Retrieve the frequency of a gene variant in a specific population.", "parameters": {"type": "dict", "properties": {"variant_id": {"type": "string", "description": "The id of the gene variant."}, "population": {"type": "string", "description": "The population t... | null | ||
irrelevance_35 | irrelevance | What is the mating process of Lions? | ما هي عملية التزاوج لدى الأسود؟ | [
"get_genetic_traits"
] | no_call | (no tool call) | [{"name": "get_genetic_traits", "description": "Retrieve the dominant and recessive genetic traits for a given species.", "parameters": {"type": "dict", "properties": {"species": {"type": "string", "description": "The species to retrieve the genetic traits for."}, "dominant_trait": {"type": "string", "description": "Th... | null | ||
irrelevance_36 | irrelevance | What is the frequency of gene variant rs7412 in the European population? | ما هي تردد المتغير الجيني rs7412 في السكان الأوروبيين؟ | [
"get_dominant_trait"
] | no_call | (no tool call) | [{"name": "get_dominant_trait", "description": "Calculate the dominant genetic trait of an organism based on its genetic makeup.", "parameters": {"type": "dict", "properties": {"allele1": {"type": "string", "description": "The first allele of the organism."}, "allele2": {"type": "string", "description": "The second all... | null | ||
irrelevance_37 | irrelevance | Find a picnic spot in Miami. | ابحث عن مكان نزهة في ميامي. | [
"local_fauna"
] | no_call | (no tool call) | [{"name": "local_fauna", "description": "Get information about fauna in a specified region.", "parameters": {"type": "dict", "properties": {"location": {"type": "string", "description": "The region or area to find information about."}, "species_type": {"type": "string", "description": "Type of species e.g birds, mammal... | null | ||
irrelevance_38 | irrelevance | Find me a documentary about global warming. | ابحث لي عن فيلم وثائقي حول الاحتباس الحراري. | [
"retrieve_scientific_paper"
] | no_call | (no tool call) | [{"name": "retrieve_scientific_paper", "description": "Fetches the details of scientific research paper based on its topic.", "parameters": {"type": "dict", "properties": {"topic": {"type": "string", "description": "Topic of the research paper"}, "year": {"type": "string", "description": "Year of publishing of the rese... | null | ||
irrelevance_39 | irrelevance | How to increase the population of deer in a forest? | كيف يمكن زيادة عدد الغزلان في الغابة؟ | [
"calculate_population_growth"
] | no_call | (no tool call) | [{"name": "calculate_population_growth", "description": "Calculate the population growth of an animal based on the current population, birth rate and death rate.", "parameters": {"type": "dict", "properties": {"current_population": {"type": "integer", "description": "The current population of the animal."}, "birth_rate... | null | ||
irrelevance_40 | irrelevance | How is the air quality in Los Angeles right now? | كيف هي جودة الهواء في لوس أنجلوس الآن؟ | [
"plant_biomass"
] | no_call | (no tool call) | [{"name": "plant_biomass", "description": "Calculate the biomass of a plant species in a given area.", "parameters": {"type": "dict", "properties": {"species_name": {"type": "string", "description": "The name of the plant species."}, "area": {"type": "float", "description": "The area of the forest in square kilometers.... | null | ||
irrelevance_41 | irrelevance | What is the common ancestor of lion and zebra? | ما هو السلف المشترك بين الأسد والحمار الوحشي؟ | [
"calculate_fibonacci_sequence"
] | no_call | (no tool call) | [{"name": "calculate_fibonacci_sequence", "description": "Calculates fibonacci sequence up to a specified limit.", "parameters": {"type": "dict", "properties": {"limit": {"type": "integer", "description": "The upper limit of the fibonacci sequence to be calculated."}, "show_sequence": {"type": "boolean", "description":... | null | ||
irrelevance_42 | irrelevance | What is the evolutionary history of pandas? | ما هو التاريخ التطوري للباندات؟ | [
"calculate_biodiversity_index"
] | no_call | (no tool call) | [{"name": "calculate_biodiversity_index", "description": "Calculate the biodiversity index of a specific environment or biome using species richness and species evenness.", "parameters": {"type": "dict", "properties": {"species_richness": {"type": "integer", "description": "The number of different species in a specific... | null | ||
irrelevance_43 | irrelevance | How can I apply Evolutionary Algorithm in game Artificial Intelligence? | كيف يمكنني تطبيق الخوارزمية التطورية في الذكاء الاصطناعي للألعاب؟ | [
"evolve_creatures"
] | no_call | (no tool call) | [{"name": "evolve_creatures", "description": "Apply the Evolutionary Algorithm to improve the creatures in a simulation over generations.", "parameters": {"type": "dict", "properties": {"population_size": {"type": "integer", "description": "The initial size of the creature population."}, "mutation_rate": {"type": "floa... | null | ||
irrelevance_44 | irrelevance | What is the gene sequence for evolutionary changes in whales? | ما هو تسلسل الجين للتغيرات التطورية في الحيتان؟ | [
"gene_sequencer"
] | no_call | (no tool call) | [{"name": "gene_sequencer", "description": "Generate possible gene sequences to see evolutionary changes", "parameters": {"type": "dict", "properties": {"species": {"type": "string", "description": "The species whose gene sequence you want to create."}, "mutation_rate": {"type": "float", "description": "The rate at whi... | null | ||
irrelevance_45 | irrelevance | Calculate the sine of 45 degree. | احسب جيب الزاوية 45 درجة. | [
"create_polygon"
] | no_call | (no tool call) | [{"name": "create_polygon", "description": "Create a polygon shape with given vertices.", "parameters": {"type": "dict", "properties": {"vertices": {"type": "array", "description": "List of vertices (x, y) to define the shape.", "items": {"type": "float"}}, "is_closed": {"type": "boolean", "description": "Whether to cl... | null | ||
irrelevance_46 | irrelevance | Give me the price of a Tesla model S in India. | أعطني سعر سيارة تسلا موديل S في الهند. | [
"get_exchange_rate"
] | no_call | (no tool call) | [{"name": "get_exchange_rate", "description": "Retrieve the current exchange rate between two currencies.", "parameters": {"type": "dict", "properties": {"base_currency": {"type": "string", "description": "The base currency."}, "target_currency": {"type": "string", "description": "The target currency."}}, "required": [... | null | ||
irrelevance_47 | irrelevance | What are the ingredients for lasagna? | ما هي مكونات اللازانيا؟ | [
"flight_schedule.get_timings"
] | no_call | (no tool call) | [{"name": "flight_schedule.get_timings", "description": "Get the departure and arrival times for flights between two airports.", "parameters": {"type": "dict", "properties": {"from_airport": {"type": "string", "description": "The code for the departure airport."}, "to_airport": {"type": "string", "description": "The co... | null | ||
irrelevance_48 | irrelevance | What is the current Gini Coefficient of USA? | ما هو معامل جيني الحالي للولايات المتحدة؟ | [
"finance.fetchGDP"
] | no_call | (no tool call) | [{"name": "finance.fetchGDP", "description": "Fetch the GDP of the given country in the given year.", "parameters": {"type": "dict", "properties": {"country": {"type": "string", "description": "The name of the country to get the GDP of."}, "year": {"type": "integer", "description": "The year to get the GDP of."}, "form... | null | ||
irrelevance_49 | irrelevance | What is the time difference between Los Angeles and Berlin? | ما هو فرق التوقيت بين لوس أنجلوس وبرلين؟ | [
"get_co_ordinate"
] | no_call | (no tool call) | [{"name": "get_co_ordinate", "description": "Fetch geographical coordinates of a particular location.", "parameters": {"type": "dict", "properties": {"location": {"type": "string", "description": "The city name you want coordinates for."}}, "required": ["location"]}}] | null | ||
irrelevance_50 | irrelevance | Give me a selection of horror movies to watch on a Friday night. | أعطني مجموعة من أفلام الرعب لمشاهدتها ليلة الجمعة. | [
"convert_celsius_to_fahrenheit"
] | no_call | (no tool call) | [{"name": "convert_celsius_to_fahrenheit", "description": "Convert a temperature from Celsius to Fahrenheit.", "parameters": {"type": "dict", "properties": {"celsius": {"type": "float", "description": "The temperature in Celsius to be converted."}, "precision": {"type": "integer", "description": "The decimal precision ... | null | ||
irrelevance_51 | irrelevance | Calculate the fibonacci of number 20. | احسب فيبوناتشي الرقم 20. | [
"cryptocurrency_price"
] | no_call | (no tool call) | [{"name": "cryptocurrency_price", "description": "Get the current price of a specific cryptocurrency.", "parameters": {"type": "dict", "properties": {"currency": {"type": "string", "description": "The symbol of the cryptocurrency."}, "vs_currency": {"type": "string", "description": "The target currency to represent the... | null | ||
irrelevance_52 | irrelevance | Convert the sentence 'Hello, how are you?' from English to French. | ---
حوّل الجملة 'Hello, how are you?' من الإنجليزية إلى الفرنسية.
--- | [
"compress_file"
] | no_call | (no tool call) | [{"name": "compress_file", "description": "Compresses a given file into a zip archive.", "parameters": {"type": "dict", "properties": {"file_path": {"type": "string", "description": "The path of the file to compress."}, "archive_name": {"type": "string", "description": "The name of the resulting archive."}, "compressio... | null | ||
irrelevance_53 | irrelevance | Who won the world series in 2018? | من فاز بسلسلة العالم في 2018؟ | [
"database_query.run"
] | no_call | (no tool call) | [{"name": "database_query.run", "description": "Run a query on a SQL database.", "parameters": {"type": "dict", "properties": {"database": {"type": "string", "description": "The name of the database."}, "query": {"type": "string", "description": "The SQL query to run."}, "connect_credentials": {"type": "dict", "propert... | null | ||
irrelevance_54 | irrelevance | What is the highest grossing movie of all time? | ما هو أعلى فيلم تحقيقًا للإيرادات على مر العصور؟ | [
"movies.search"
] | no_call | (no tool call) | [{"name": "movies.search", "description": "Search movies based on a set of specified criteria.", "parameters": {"type": "dict", "properties": {"title": {"type": "string", "description": "The title of the movie."}, "year": {"type": "integer", "description": "The release year of the movie."}, "genre": {"type": "string", ... | null | ||
irrelevance_55 | irrelevance | Which online bookstore sells 'To Kill a Mockingbird'? | أي مكتبة إلكترونية تبيع "To Kill a Mockingbird"؟ | [
"add_product_to_cart"
] | no_call | (no tool call) | [{"name": "add_product_to_cart", "description": "This function allows users to add a product to their cart.", "parameters": {"type": "dict", "properties": {"product_id": {"type": "integer", "description": "The ID of the product"}, "quantity": {"type": "integer", "description": "The number of this product to add to the ... | null | ||
irrelevance_56 | irrelevance | What is the current bitcoin price? | ما هو سعر البيتكوين الحالي؟ | [
"database_connect.select"
] | no_call | (no tool call) | [{"name": "database_connect.select", "description": "Retrieve specific records from a given database and table.", "parameters": {"type": "dict", "properties": {"database_name": {"type": "string", "description": "The name of the database."}, "table_name": {"type": "string", "description": "The name of the table in the d... | null | ||
irrelevance_57 | irrelevance | How to solve the quadratic equation with coefficients 2, 3 and 4? | كيف تحل المعادلة التربيعية ذات المعاملات 2 و 3 و 4؟ | [
"genetic_algorithm.optimize"
] | no_call | (no tool call) | [{"name": "genetic_algorithm.optimize", "description": "Apply the genetic algorithm to optimize a function with multiple variables.", "parameters": {"type": "dict", "properties": {"function": {"type": "string", "description": "The function to be optimized."}, "constraints": {"type": "array", "items": {"type": "string",... | null | ||
irrelevance_58 | irrelevance | How much electricity will I need for my 2000 sq ft home? | كم من الكهرباء سأحتاج لمنزلي الذي مساحته 2000 قدم مربع؟ | [
"solar_panel.calculate_need"
] | no_call | (no tool call) | [{"name": "solar_panel.calculate_need", "description": "Calculate the number of solar panels needed for a house based on the square footage and average sunlight hours.", "parameters": {"type": "dict", "properties": {"square_footage": {"type": "float", "description": "The square footage of the house."}, "average_sunligh... | null | ||
irrelevance_59 | irrelevance | Calculate the power of 2 raise to 5. | احسب قوة 2 مرفوعة إلى 5. | [
"linear_equation_solver"
] | no_call | (no tool call) | [{"name": "linear_equation_solver", "description": "Solve a linear equation.", "parameters": {"type": "dict", "properties": {"equation": {"type": "string", "description": "The linear equation to solve."}, "variable": {"type": "string", "description": "The variable to solve for."}}, "required": ["equation", "variable"]}... | null | ||
irrelevance_60 | irrelevance | What is the final price of a product after a 25% discount and 10% sales tax has been applied? | ما هو السعر النهائي للمنتج بعد تطبيق خصم بنسبة 25% وضريبة مبيعات بنسبة 10%؟ | [
"calculateFinalPrice"
] | no_call | (no tool call) | [{"name": "calculateFinalPrice", "description": "Calculate the final price of a product after a certain discount has been applied and then sales tax added. Price should be positive and the rates can range from 0-1", "parameters": {"type": "dict", "properties": {"price": {"type": "float", "description": "Original price ... | null | ||
irrelevance_61 | irrelevance | What is the meaning of 'Hello' in French? | ما معنى 'Hello' باللغة الفرنسية؟ | [
"calculate_svm"
] | no_call | (no tool call) | [{"name": "calculate_svm", "description": "Calculate the Support Vector Machine(SVM) model", "parameters": {"type": "dict", "properties": {"train_data": {"type": "string", "description": "The training data for the SVM model. Should include the class labels."}, "test_data": {"type": "string", "description": "The test da... | null | ||
irrelevance_62 | irrelevance | How to build a frontend interface for my e-commerce website? | كيف يمكنني بناء واجهة أمامية لموقع التجارة الإلكترونية الخاص بي؟ | [
"create_Recommender_Model"
] | no_call | (no tool call) | [{"name": "create_Recommender_Model", "description": "This function is used to create a recommendation model using a given user data and an algorithm type", "parameters": {"type": "dict", "properties": {"user_data": {"type": "string", "description": "A data frame of user ratings. Rows represent users, columns represent... | null | ||
irrelevance_63 | irrelevance | How many heads can I get after tossing 3 coins? | كم عدد الأوجه التي يمكنني الحصول عليها بعد رمي 3 عملات؟ | [
"probability_calculator"
] | no_call | (no tool call) | [{"name": "probability_calculator", "description": "Calculate the probability of an event", "parameters": {"type": "dict", "properties": {"total_outcomes": {"type": "integer", "description": "The total number of possible outcomes."}, "event_outcomes": {"type": "integer", "description": "The number of outcomes that we a... | null | ||
irrelevance_64 | irrelevance | What is the probability of getting a face card in a standard deck? | ما هي احتمالية الحصول على بطاقة وجه في مجموعة ورق قياسية؟ | [
"probability.coin_toss_heads"
] | no_call | (no tool call) | [{"name": "probability.coin_toss_heads", "description": "Calculate the probability of getting a specific number of heads after tossing a coin multiple times.", "parameters": {"type": "dict", "properties": {"coin_tosses": {"type": "integer", "description": "The number of times the coin is tossed."}, "heads_needed": {"ty... | null | ||
irrelevance_65 | irrelevance | How many red marbles are there in a bag of 20, given the probability of drawing a red marble is 0.3? | كم عدد الكرات الحمراء الموجودة في كيس يحتوي على 20 كرة، مع العلم أن احتمال سحب كرة حمراء هو 0.3؟ | [
"probability.determine_population"
] | no_call | (no tool call) | [{"name": "probability.determine_population", "description": "Calculate the population based on the probability and sample size", "parameters": {"type": "dict", "properties": {"probability": {"type": "float", "description": "Probability of a certain outcome."}, "sample_size": {"type": "integer", "description": "Total n... | null | ||
irrelevance_66 | irrelevance | Calculate the probability of getting a head when flipping a coin. | احسب احتمال الحصول على وجه عند قلب عملة. | [
"get_standard_deviation"
] | no_call | (no tool call) | [{"name": "get_standard_deviation", "description": "Calculates the standard deviation of a series of numbers.", "parameters": {"type": "dict", "properties": {"data": {"type": "array", "items": {"type": "float"}, "description": "An array of numbers."}, "population": {"type": "boolean", "default": true, "description": "A... | null | ||
irrelevance_67 | irrelevance | What is the mean of an experiment with 50 successful outcomes out of 500 trials, under the null hypothesis that the probability of success is 0.1? | ما هو متوسط تجربة بها 50 نتيجة ناجحة من 500 تجربة، تحت الفرض الصفري بأن احتمال النجاح هو 0.1؟ | [
"hypothesis_testing.get_p_value"
] | no_call | (no tool call) | [{"name": "hypothesis_testing.get_p_value", "description": "Performs a one-sample binomial test and returns the calculated p-value.", "parameters": {"type": "dict", "properties": {"successes": {"type": "integer", "description": "The number of successful outcomes observed in the experiment."}, "n": {"type": "integer", "... | null | ||
irrelevance_68 | irrelevance | Calculate the standard deviation of the null hypothesis test with a sample mean of 98.2, standard deviation of 1.4, and sample size of 40 for a population mean of 98.6. | احسب الانحراف المعياري لاختبار الفرضية الصفرية بمتوسط عينة قدره 98.2، وانحراف معياري قدره 1.4، وحجم عينة قدره 40 لمتوسط سكاني قدره 98.6. | [
"statistics.calculate_p_value"
] | no_call | (no tool call) | [{"name": "statistics.calculate_p_value", "description": "Calculate the p-value for a t-test on a single sample from a population.", "parameters": {"type": "dict", "properties": {"sample_mean": {"type": "float", "description": "The mean of the sample data."}, "population_mean": {"type": "float", "description": "The mea... | null | ||
irrelevance_69 | irrelevance | Retrieve the average house price in california | استرجع متوسط سعر المنزل في كاليفورنيا | [
"regression_model.predict"
] | no_call | (no tool call) | [{"name": "regression_model.predict", "description": "Predict the target variable based on input features using a trained regression model.", "parameters": {"type": "dict", "properties": {"features": {"type": "array", "items": {"type": "float"}, "description": "Input features to make predictions with."}, "model": {"typ... | null | ||
irrelevance_70 | irrelevance | Calculate the compounded interest for a principal amount of $10000, with a annual interest rate of 5% for a period of 3 years. | احسب الفائدة المركبة لمبلغ أساسي قدره 10000 دولار، بمعدل فائدة سنوي قدره 5% لمدة 3 سنوات. | [
"calculate_mortgage_payment"
] | no_call | (no tool call) | [{"name": "calculate_mortgage_payment", "description": "Calculate the monthly mortgage payment given the loan amount, loan term and annual interest rate.", "parameters": {"type": "dict", "properties": {"loan_amount": {"type": "float", "description": "The loan amount in USD."}, "loan_term": {"type": "integer", "descript... | null | ||
irrelevance_71 | irrelevance | Calculate the profit margin of a company with revenue of $200,000 and expenses of $150,000. | احسب هامش الربح لشركة بإيرادات قدرها 200,000 دولار ونفقات قدرها 150,000 دولار. | [
"calculate_ROI"
] | no_call | (no tool call) | [{"name": "calculate_ROI", "description": "Calculate the Return on Investment (ROI) for a given investment amount and net profit.", "parameters": {"type": "dict", "properties": {"investment_amount": {"type": "float", "description": "The initial amount of money invested."}, "net_profit": {"type": "float", "description":... | null | ||
irrelevance_72 | irrelevance | What is the external rate of return for a project with cash flows of -$100, $40, $60, $80, $120? | ما هو معدل العائد الخارجي لمشروع لديه تدفقات نقدية قدرها -$100، $40، $60، $80، $120؟ | [
"calculate_internal_rate_of_return"
] | no_call | (no tool call) | [{"name": "calculate_internal_rate_of_return", "description": "Calculate the internal rate of return for a project given its cash flows.", "parameters": {"type": "dict", "properties": {"cash_flows": {"type": "array", "items": {"type": "float"}, "description": "The cash flows for the project. Cash outflows should be rep... | null | ||
irrelevance_73 | irrelevance | What is the loss projection for company XYZ for next year? | ما هو توقع الخسارة لشركة XYZ للسنة القادمة؟ | [
"finance.predict_revenue"
] | no_call | (no tool call) | [{"name": "finance.predict_revenue", "description": "Predict the revenue of a company for a specific period based on historical data and industry trends.", "parameters": {"type": "dict", "properties": {"company_name": {"type": "string", "description": "The name of the company."}, "period": {"type": "string", "descripti... | null | ||
irrelevance_74 | irrelevance | What is the rate of return for a business with $15000 total revenue and $22000 total cost. | ما هو معدل العائد لعمل تجاري بإيرادات إجمالية قدرها 15000 دولار وتكاليف إجمالية قدرها 22000 دولار. | [
"investment_analysis.calculate_profit"
] | no_call | (no tool call) | [{"name": "investment_analysis.calculate_profit", "description": "Calculates the net profit given the total revenue and total cost", "parameters": {"type": "dict", "properties": {"total_revenue": {"type": "float", "description": "The total revenue for the business."}, "total_cost": {"type": "float", "description": "The... | null | ||
irrelevance_75 | irrelevance | How many kilograms are in a pound? | كم عدد الكيلوجرامات في الجنيه؟ | [
"portfolio.returns"
] | no_call | (no tool call) | [{"name": "portfolio.returns", "description": "Calculate the return on investment based on initial investment, ending value and the period", "parameters": {"type": "dict", "properties": {"initial_investment": {"type": "float", "description": "The initial amount invested or loaned"}, "ending_value": {"type": "float", "d... | null | ||
irrelevance_76 | irrelevance | How do I get the latests news in sports. | كيف أحصل على آخر الأخبار في الرياضة. | [
"investment_trend_analysis"
] | no_call | (no tool call) | [{"name": "investment_trend_analysis", "description": "Analyze the trend of a user's investment portfolio based on its history data.", "parameters": {"type": "dict", "properties": {"investment_data": {"type": "string", "description": "The historical data of the user's investment portfolio."}, "time_interval": {"type": ... | null | ||
irrelevance_77 | irrelevance | Can you list some horror movies I can watch? | هل يمكنك سرد بعض أفلام الرعب التي يمكنني مشاهدتها؟ | [
"calculate_investment_value"
] | no_call | (no tool call) | [{"name": "calculate_investment_value", "description": "Calculate the future value of an investment given the principal, interest rate and term.", "parameters": {"type": "dict", "properties": {"principal": {"type": "float", "description": "The initial amount of the investment."}, "interest_rate": {"type": "float", "des... | null | ||
irrelevance_78 | irrelevance | What is the gold price today in USA? | ما هو سعر الذهب اليوم في الولايات المتحدة؟ | [
"calculate_Bond_Price"
] | no_call | (no tool call) | [{"name": "calculate_Bond_Price", "description": "Calculate the bond price given the face value, coupon rate, required rate of return, and maturity period.", "parameters": {"type": "dict", "properties": {"Face_Value": {"type": "float", "description": "The face value of the bond."}, "Coupon_rate": {"type": "float", "des... | null | ||
irrelevance_79 | irrelevance | What is the best player in soccer today? | ما هو أفضل لاعب في كرة القدم اليوم؟ | [
"stock_market_prediction"
] | no_call | (no tool call) | [{"name": "stock_market_prediction", "description": "Predict the future value of stocks based on historical data.", "parameters": {"type": "dict", "properties": {"stock_name": {"type": "string", "description": "The name of the stock."}, "days": {"type": "integer", "description": "Number of future days for the forecast.... | null | ||
irrelevance_80 | irrelevance | Who won the FIFA World Cup 2010? | من فاز بكأس العالم لكرة القدم 2010؟ | [
"stock_ticker"
] | no_call | (no tool call) | [{"name": "stock_ticker", "description": "Retrieves the latest stock ticker information for a specified company.", "parameters": {"type": "dict", "properties": {"company_name": {"type": "string", "description": "The name of the company for which the stock ticker information should be retrieved."}, "ticker_symbol": {"ty... | null | ||
irrelevance_81 | irrelevance | Can you list some horror movies I can watch? | هل يمكنك سرد بعض أفلام الرعب التي يمكنني مشاهدتها؟ | [
"get_stock_prices"
] | no_call | (no tool call) | [{"name": "get_stock_prices", "description": "Fetches the historical prices of a specified stock", "parameters": {"type": "dict", "properties": {"ticker_symbol": {"type": "string", "description": "The symbol representing the stock."}, "start_date": {"type": "string", "description": "The starting date from which to retr... | null | ||
irrelevance_82 | irrelevance | Retrieve me some stock news | استرجع لي بعض أخبار الأسهم | [
"calculate_capital_gains"
] | no_call | (no tool call) | [{"name": "calculate_capital_gains", "description": "Calculate the capital gains or losses based on purchase price, sale price, and number of shares.", "parameters": {"type": "dict", "properties": {"purchase_price": {"type": "float", "description": "The price at which the shares were bought."}, "sale_price": {"type": "... | null | ||
irrelevance_83 | irrelevance | What's the current interest rate | ما هو سعر الفائدة الحالي | [
"calculate_mortgage_payment"
] | no_call | (no tool call) | [{"name": "calculate_mortgage_payment", "description": "Calculate the monthly mortgage payment given the loan amount, annual interest rate, and number of years.", "parameters": {"type": "dict", "properties": {"loan_amount": {"type": "float", "description": "The loan amount."}, "annual_rate": {"type": "float", "descript... | null | ||
irrelevance_84 | irrelevance | Who won the basketball game between Lakers and Celtics yesterday? | من فاز في مباراة كرة السلة بين ليكرز وسيلتيكس أمس؟ | [
"get_stock_data"
] | no_call | (no tool call) | [{"name": "get_stock_data", "description": "Retrieve the current stock price for a specific company.", "parameters": {"type": "dict", "properties": {"company_name": {"type": "string", "description": "The company for which to retrieve the stock price."}, "date": {"type": "string", "description": "The date for which to r... | null | ||
irrelevance_85 | irrelevance | Who won the presidential election in 2020? | من فاز في الانتخابات الرئاسية في 2020؟ | [
"criminal_case_details.get"
] | no_call | (no tool call) | [{"name": "criminal_case_details.get", "description": "Retrieve the details of a specific criminal case.", "parameters": {"type": "dict", "properties": {"case_number": {"type": "string", "description": "The official number of the case in the judiciary system."}, "court_id": {"type": "string", "description": "The ID of ... | null | ||
irrelevance_86 | irrelevance | What's the penalty for burglary in California? | ما هي العقوبة على السطو في كاليفورنيا؟ | [
"law_info.get_penalty"
] | no_call | (no tool call) | [{"name": "law_info.get_penalty", "description": "Retrieves penalty information based on the criminal act and state.", "parameters": {"type": "dict", "properties": {"crime": {"type": "string", "description": "The criminal act that was committed."}, "state": {"type": "string", "description": "The state where the crimina... | null | ||
irrelevance_87 | irrelevance | Who is the Governor of California? | من هو حاكم كاليفورنيا؟ | [
"legal_case.file"
] | no_call | (no tool call) | [{"name": "legal_case.file", "description": "File a new case in a specific court.", "parameters": {"type": "dict", "properties": {"court": {"type": "string", "description": "The name of the court."}, "case_type": {"type": "string", "description": "The type of case being filed."}, "documents": {"type": "array", "items":... | null | ||
irrelevance_88 | irrelevance | What are the best Crime-Thriller movies of 2020? | ما هي أفضل أفلام الجريمة والإثارة لعام 2020؟ | [
"detect_forgery"
] | no_call | (no tool call) | [{"name": "detect_forgery", "description": "Detect if the given set of documents are forged or not", "parameters": {"type": "dict", "properties": {"documents": {"type": "array", "items": {"type": "string"}, "description": "Array of document paths on the disk."}, "machine_learning_model": {"type": "string", "description... | null | ||
irrelevance_89 | irrelevance | What are my rights as a tenant in the state of Texas? | ما هي حقوقي كمستأجر في ولاية تكساس؟ | [
"generate_contract"
] | no_call | (no tool call) | [{"name": "generate_contract", "description": "Generate a specific type of legal contract based on provided details.", "parameters": {"type": "dict", "properties": {"contract_type": {"type": "string", "description": "The type of contract to generate."}, "parties": {"type": "array", "items": {"type": "string"}, "descrip... | null | ||
irrelevance_90 | irrelevance | What are the components of Civil Law? | ما هي مكونات القانون المدني؟ | [
"file_complaint"
] | no_call | (no tool call) | [{"name": "file_complaint", "description": "File a complaint for noise to the local council in a specified city.", "parameters": {"type": "dict", "properties": {"complaint_type": {"type": "string", "description": "The type of complaint, such as noise, litter, etc."}, "location": {"type": "string", "description": "The c... | null | ||
irrelevance_91 | irrelevance | Can I report noise complaint to my local council in city of Atlanta? | هل يمكنني الإبلاغ عن شكوى ضوضاء إلى المجلس المحلي في مدينة أتلانتا؟ | [
"get_law_categories"
] | no_call | (no tool call) | [{"name": "get_law_categories", "description": "Retrieves the list of categories within a specified type of law.", "parameters": {"type": "dict", "properties": {"law_type": {"type": "string", "description": "The type of law to be searched."}, "country": {"type": "string", "description": "The country where the law is ap... | null | ||
irrelevance_92 | irrelevance | I need a security guard, where can I find the most popular one in New York? | أحتاج إلى حارس أمن، أين يمكنني العثور على الأكثر شعبية في نيويورك؟ | [
"search_lawyer"
] | no_call | (no tool call) | [{"name": "search_lawyer", "description": "Find a list of lawyers in a specific area, sorted by the number of cases they have won.", "parameters": {"type": "dict", "properties": {"area": {"type": "string", "description": "The city and state where you need a lawyer."}, "specialization": {"type": "string", "description":... | null | ||
irrelevance_93 | irrelevance | What's the judgement in case XYZ? | ما هو الحكم في حالة XYZ؟ | [
"law_firm.get_impactful_cases"
] | no_call | (no tool call) | [{"name": "law_firm.get_impactful_cases", "description": "Retrieve impactful cases handled by a specific law firm within a given year.", "parameters": {"type": "dict", "properties": {"firm_name": {"type": "string", "description": "Name of the law firm."}, "year": {"type": "integer", "description": "The year for which t... | null | ||
irrelevance_94 | irrelevance | What were the most impactful cases handled by law firm ABC in the year 2020? | ما هي أكثر القضايا تأثيرًا التي تعاملت معها شركة المحاماة ABC في عام 2020؟ | [
"case_info.get"
] | no_call | (no tool call) | [{"name": "case_info.get", "description": "Retrieve case details including the judgement from a case id.", "parameters": {"type": "dict", "properties": {"case_id": {"type": "string", "description": "The unique id for the case."}, "case_year": {"type": "string", "description": "The year when the case was conducted."}, "... | null | ||
irrelevance_95 | irrelevance | Who is the laywer for the Doe vs. Smith law case? | من هو المحامي في قضية Doe ضد Smith؟ | [
"case_review.retrieve_case_outcome"
] | no_call | (no tool call) | [{"name": "case_review.retrieve_case_outcome", "description": "Retrieve the outcome of a specific law case.", "parameters": {"type": "dict", "properties": {"case_name": {"type": "string", "description": "The full case name (including vs.)."}, "case_year": {"type": "integer", "description": "The year the case was tried.... | null | ||
irrelevance_96 | irrelevance | how long will it take to paint the Eiffel Tower? | كم من الوقت سيستغرق طلاء برج إيفل؟ | [
"get_case_result"
] | no_call | (no tool call) | [{"name": "get_case_result", "description": "Retrieve the result of a specific law case based on the year and name of the case.", "parameters": {"type": "dict", "properties": {"case_year": {"type": "integer", "description": "The year when the law case was established."}, "case_name": {"type": "string", "description": "... | null | ||
irrelevance_97 | irrelevance | Can you recommend a good Chinese restaurant in New York? | هل يمكنك أن توصي بمطعم صيني جيد في نيويورك؟ | [
"file_lawsuit"
] | no_call | (no tool call) | [{"name": "file_lawsuit", "description": "File a lawsuit against a party.", "parameters": {"type": "dict", "properties": {"defendant": {"type": "string", "description": "The party being sued."}, "plaintiff": {"type": "string", "description": "The party filing the lawsuit."}, "jurisdiction": {"type": "string", "descript... | null | ||
irrelevance_98 | irrelevance | How long will it take to paint the Eiffel Tower? | كم من الوقت سيستغرق طلاء برج إيفل؟ | [
"lawsuit.settlement_estimate"
] | no_call | (no tool call) | [{"name": "lawsuit.settlement_estimate", "description": "Calculate an estimated lawsuit settlement amount based on inputs.", "parameters": {"type": "dict", "properties": {"damage_amount": {"type": "float", "description": "Amount of damages in USD."}, "incident_type": {"type": "string", "description": "Type of incident ... | null | ||
irrelevance_99 | irrelevance | Find out about traffic laws in Texas. | اكتشف قوانين المرور في تكساس. | [
"lawsuit_search"
] | no_call | (no tool call) | [{"name": "lawsuit_search", "description": "Search for lawsuits related to a particular subject matter in a certain location.", "parameters": {"type": "dict", "properties": {"location": {"type": "string", "description": "The location to perform the search in."}, "subject": {"type": "string", "description": "The subject... | null |
End of preview.
BFCL English–Arabic Parallel
The single-turn test items of the Berkeley Function Calling Leaderboard (BFCL v4) (Patil et al., ICML 2025), each paired with its Modern Standard Arabic translation from Kubrak et al. (2026), in one browsable table.
The two sources share item IDs and one answer key. Only the user request is translated. Tool names, tool descriptions and the accepted answers stay in English, as in Kubrak et al.'s "Arabic prompt, English tools" setting.
This is a reorganised copy, not a new benchmark. No request, tool or answer has been changed.
Contents
3,491 items in 11 categories:
| Category | Items | What it tests | Expected behaviour |
|---|---|---|---|
simple_python |
400 | One tool offered, one call | call |
multiple |
200 | 2–4 tools offered, pick one | call |
parallel |
200 | One tool, several calls in one reply | call |
parallel_multiple |
200 | Several tools, several calls | call |
irrelevance |
240 | No offered tool fits | no call |
live_simple |
258 | User-contributed request, one tool | call |
live_multiple |
1,053 | User-contributed, several tools | call |
live_parallel |
16 | User-contributed, several calls | call |
live_parallel_multiple |
24 | User-contributed, several tools and calls | call |
live_irrelevance |
884 | User-contributed, no offered tool fits | no call |
live_relevance |
16 | User-contributed, some call is needed | any call |
"Live" items are real requests contributed by BFCL users. The other categories were written by the BFCL authors.
Fields
| Field | Description |
|---|---|
id |
BFCL item ID, identical in both sources |
category |
BFCL category (table above) |
query_en |
User request, English (BFCL) |
query_ar_msa |
The same request in MSA (Kubrak et al.) |
system_prompt_en, system_prompt_ar |
System message, if the item has one (99 items) |
tool_names |
Names of the tools offered to the model |
expected_behavior |
call, no_call or any_call |
accepted_answer |
Readable form of the answer key. a | b lists every value the official scorer accepts; [optional] means the argument may be left out |
tools_json |
Full JSON schemas of the offered tools |
ground_truth_json |
BFCL answer key in its original format (null for no_call and any_call items) |
Scoring should use the official BFCL checker, which applies the answer key as described above.
Sources
| Source | Version used |
|---|---|
BFCL v4: ShishirPatil/gorilla, bfcl_eval/data/ and possible_answer/ |
commit 6ea57973c7 (2026-03-23) |
Arabic BFCL: kubrak94/gorilla, user_prompt_ar/func_desc_en/func_param_desc_en/ |
commit 3e9a71fef7 (2025-10-27) |
Both repositories are released under Apache-2.0. Kubrak et al. describe their translation as machine translation with limited human review.
Citation
Please cite the original works:
@inproceedings{patil2025bfcl,
title = {The Berkeley Function Calling Leaderboard ({BFCL}): From Tool Use to Agentic Evaluation of Large Language Models},
author = {Patil, Shishir G. and Mao, Huanzhi and Yan, Fanjia and Ji, Charlie Cheng-Jie and Suresh, Vishnu and Stoica, Ion and Gonzalez, Joseph E.},
booktitle = {Proceedings of the 42nd International Conference on Machine Learning},
series = {PMLR},
volume = {267},
pages = {48371--48392},
year = {2025}
}
@article{kubrak2026arabic,
title = {Arabic Prompts with English Tools: A Benchmark},
author = {Kubrak, Konstantin and El-Moselhy, Ahmed and Alsulami, Ammar and Altuwaim, Remaz and Fawaz, Hassan Ismail and Alsaby, Faisal},
journal = {arXiv preprint arXiv:2601.05101},
year = {2026}
}
Compiled by Jad Antoun (MS Data Science, Lebanese American University) as the base for an extension to Arabic dialects and Arabizi.
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