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ehsanfarooq/Berkeley-Function-Calling-Leaderboard

Berkeley Function Calling Leaderboard The Berkeley function calling leaderboard is a live leaderboard to evaluate the ability of different LLMs to call functions (also referred to as tools). We built this dataset from our learnings to be representative of most users' function calling use-cases, for example, in agents, as a part of enterprise workflows, etc. To this end, our evaluation dataset spans diverse categories, and across multiple languages. Checkout the Leaderboard at… See the full description on the dataset page: https://huggingface.co/datasets/ehsanfarooq/Berkeley-Function-Calling-Leaderboard.

sourceHugging Faceapache-2.0updated 1mo agoView on Hugging Face
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BFCL_v3_live_parallel_multiple.json24 linesDownload Raw Back to possible_answer
1{"id": "live_parallel_multiple_0-0-0", "ground_truth": [{"ChaFod": {"foodItem": ["Caesar salad"], "newIngredients": [""], "removeIngredients": ["anchovies", "anchovy"], "specialInstructions": [""]}}, {"ChaDri.change_drink": {"drink_id": ["123"], "new_preferences": [{"size": ["large"], "temperature": ["hot"], "sweetness_level": ["", "regular"], "milk_type": ["almond"], "special_instructions": [""]}]}}]}2{"id": "live_parallel_multiple_1-1-0", "ground_truth": [{"get_current_weather": {"location": ["Guangzhou, China"], "unit": ["metric"]}}, {"get_current_weather": {"location": ["Beijing, China"], "unit": ["metric"]}}]}3{"id": "live_parallel_multiple_2-2-0", "ground_truth": [{"ControlAppliance.execute": {"command": ["\uac70\uc2e4, \uc5d0\uc5b4\ucee8, \uc2e4\ud589"]}}, {"ControlAppliance.execute": {"command": ["\uce68\uc2e4, \uacf5\uae30\uccad\uc815\uae30, \uc911\uc9c0"]}}]}4{"id": "live_parallel_multiple_3-2-1", "ground_truth": [{"OpenWeatherMap.get_current_weather": {"location": ["Seoul, South Korea"], "units": ["", "metric"], "api_key": ["", "YOUR_API_KEY_HERE"]}}, {"ControlAppliance.execute": {"command": ["\uac70\uc2e4, \uc5d0\uc5b4\ucee8, \uc2e4\ud589"]}}, {"HNA_WQA.search": {"keyword": ["Imjin War", "the Imjin War"], "result_format": ["", "text"], "language": ["", "EN"], "max_results": ["", 10]}}]}5{"id": "live_parallel_multiple_4-3-0", "ground_truth": [{"get_news_report": {"location": ["Paris, France"], "category": ["Technology"], "language": ["en", ""]}}, {"get_news_report": {"location": ["Letterkenny, Ireland"], "category": ["Technology"], "language": ["en", ""]}}]}6{"id": "live_parallel_multiple_5-4-0", "ground_truth": [{"get_news_report": {"location": ["Paris, France"]}}, {"get_current_weather": {"location": ["Letterkenny, Ireland"], "unit": ["celsius"]}}]}7{"id": "live_parallel_multiple_6-5-0", "ground_truth": [{"get_interviewer_list": {"skill": ["Python"], "experience_level": ["", "Mid-Level"], "availability": ["", true]}}, {"get_interviewer_list": {"skill": ["Java"], "experience_level": ["", "Mid-Level"], "availability": ["", true]}}]}8{"id": "live_parallel_multiple_7-6-0", "ground_truth": [{"get_aws_pricing": {"memory": [4], "cpu": [2]}}, {"get_gcp_pricing": {"memory_gb": [4], "cpu_count": [2], "region": ["", "us-central1"], "usage_type": ["", "OnDemand"]}}]}9{"id": "live_parallel_multiple_8-7-0", "ground_truth": [{"clone_repo": {"repo_url": ["git@github.com:zelarhq/nodejs-welcome.git", "https://github.com/zelarhq/nodejs-welcome.git"], "destination": ["", "."], "recursive": ["", false], "depth": ["", null]}}, {"analyse_repo_contents": {"directory_name": ["nodejs-welcome"]}}, {"create_a_docker_file": {"directory_name": ["nodejs-welcome"]}}, {"create_kubernetes_yaml_file": {"directory_name": ["nodejs-welcome"], "deployment_name": ["", null], "image_name": ["", "latest"], "replicas": ["", 1], "port": ["", 80], "service_type": ["", "ClusterIP"]}}, {"push_git_changes_to_github": {"directory_name": ["nodejs-welcome"], "commit_message": ["", "Update changes"], "branch_name": ["", "main"], "force_push": ["", false]}}]}10{"id": "live_parallel_multiple_9-8-0", "ground_truth": [{"search_engine.query": {"prompt": ["significant events, news articles, and developments that since October 2021"], "include_after_year": [true], "source": ["", "Google"]}}, {"generate_image": {"prompt": ["a digital painting of a masked woman with bright peacock feathers, complex and elegant, with green highlighted lines and complex patterns, reminiscent of cyberpunk Alphonse Mucha's style."], "resolution": ["", "1280x720"], "color_mode": ["", "RGB"], "image_quality": ["", 80]}}]}11{"id": "live_parallel_multiple_10-9-0", "ground_truth": [{"recall_memory_search": {"query": ["Shishir Birthday", "Birthday Shishir", "Shishir's Birthday", "when is shishir's birthday", "when shishir birthday is", "birthday"], "page": ["", 0], "request_heartbeat": ["", false]}}, {"send_message": {"message": ["Happy Birthday!"], "recipient": ["Shishir"], "urgent": ["", false]}}]}12{"id": "live_parallel_multiple_11-10-0", "ground_truth": [{"get_relevant_classes": {"search_string": ["CellResult"], "case_sensitive": ["", false], "include_subdirectories": [true]}}, {"get_signature": {"class_name": ["AbstractCellHandler"], "method_name": ["setCellValue"], "include_private": ["", false]}}, {"get_signature": {"class_name": ["AbstractCellHandler"], "method_name": ["getCellValue"], "include_private": ["", false]}}]}13{"id": "live_parallel_multiple_12-10-1", "ground_truth": [{"get_class_info": {"class_name": ["Weather"], "include_private": ["", false], "module_name": ["", null]}}, {"get_signature": {"class_name": ["Weather"], "method_name": ["get_weather"], "include_private": ["", false]}}]}14{"id": "live_parallel_multiple_13-11-0", "ground_truth": [{"math_gcd": {"a": [48], "b": [36]}}, {"estimate_derivative": {"function": ["lambda x: x**2"], "x": [5.0], "dx": ["", 0.0001], "method": ["", "central"]}}]}15{"id": "live_parallel_multiple_14-12-0", "ground_truth": [{"math_gcd": {"a": [48], "b": [36]}}, {"estimate_derivative": {"function": ["lambda x: x**2"], "x": [5.0], "dx": ["", 0.001], "method": ["", "central"]}}]}16{"id": "live_parallel_multiple_15-13-0", "ground_truth": [{"sum": {"a": [1], "b": [2]}}, {"getCurrentTime": {"timezone": ["Europe/Berlin"], "include_date": [true]}}]}17{"id": "live_parallel_multiple_16-14-0", "ground_truth": [{"get_area_of_square": {"size": [5.0]}}, {"get_current_weather": {"location": ["Queenstown, Singapore"], "unit": ["", "fahrenheit"]}}]}18{"id": "live_parallel_multiple_17-15-0", "ground_truth": [{"rotateImageAction": {"degrees": [20], "image_format": ["", "JPEG"], "keep_original": ["", true]}}, {"flipImageAction": {"flip_direction": ["horizontal"]}}]}19{"id": "live_parallel_multiple_18-16-0", "ground_truth": [{"Events_3_FindEvents": {"event_type": ["Music"], "city": ["San Diego, CA"], "date": ["2023-03-01"]}}, {"Events_3_FindEvents": {"event_type": ["Theater"], "city": ["San Diego, CA"], "date": ["2023-03-01"]}}]}20{"id": "live_parallel_multiple_19-16-1", "ground_truth": [{"Events_3_FindEvents": {"event_type": ["Music"], "city": ["Los Angeles, CA"], "date": ["2023-03-10"]}}, {"Events_3_FindEvents": {"event_type": ["Theater"], "city": ["Los Angeles, CA"], "date": ["2023-03-10"]}}]}21{"id": "live_parallel_multiple_20-17-0", "ground_truth": [{"Buses_3_FindBus": {"from_city": ["Boston, MA"], "to_city": ["New York, NY"], "departure_date": ["2023-05-21"], "num_passengers": [2], "category": ["", "direct"]}}, {"Events_3_FindEvents": {"event_type": ["Music"], "city": ["New York, NY"], "date": ["2023-05-21"]}}]}22{"id": "live_parallel_multiple_21-18-0", "ground_truth": [{"Services_1_FindProvider": {"city": ["Sunnyvale, CA"], "is_unisex": ["", "dontcare"]}}, {"Services_1_BookAppointment": {"stylist_name": ["Elegant Styles"], "appointment_time": ["15:00"], "appointment_date": ["2023-05-10"]}}]}23{"id": "live_parallel_multiple_22-19-0", "ground_truth": [{"get_current_weather": {"location": ["Boston, MA"], "unit": ["", "fahrenheit"]}}, {"get_current_weather": {"location": ["San Francisco, CA"], "unit": ["", "fahrenheit"]}}]}24{"id": "live_parallel_multiple_23-20-0", "ground_truth": [{"user.mandates": {"name": ["parath"], "status": ["", "active"]}}, {"user.mandates": {"name": ["parath"], "status": ["pending"]}}, {"user.mandates": {"name": ["bhanu"], "status": ["", "active"]}}, {"user.mandates": {"name": ["bhanu"], "status": ["pending"]}}]}