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[ { "type": "function", "function": { "name": "languages", "description": "Retrieves a comprehensive list of languages supported for translation operations. This function is particularly useful for discovering available languages and their corresponding codes before initiating translation tasks. R...
[ { "role": "user", "content": "Howdy there, partner. Name's Timothy—I run packages around St. Tammany Parish but also help my buddy run a little art pop-up at his gallery in New Orleans. Got a favor to ask 'cause I'm in a bit of a pickle. See, we're hosting this show next Saturday—October 12th—featuring loca...
{ "tool_group": "Text_Analysis_google_translator", "original_timestamp": 1756315931.4097142, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 4 }
[ { "type": "function", "function": { "name": "airlines_check_in_url", "description": "Generates an airline check-in URL for a specified airline using its IATA code. Provides access to check-in services via the Airhex API. Users must register at airhex.com to obtain an API key.", "parameters...
[ { "role": "user", "content": "Hey! Ugh, total panic mode here—I just realized my flight to Miami for that Dolphins game *tomorrow* is in like... 12 hours? I’ve got my confirmation number (AA12345) but I totally blanked on which airline it even is—something like \"American\" or \"Delta\"? I was so busy prepp...
{ "tool_group": "Travel_airhex", "original_timestamp": 1756318491.9527533, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 2, "num_messages": 4 }
[ { "type": "function", "function": { "name": "contado_con_liquidaci_n", "description": "Retrieves current exchange rate data for Contado con Liquidación (CCL), a financial instrument used in Argentina to acquire dollars at market rates. Provides real-time pricing information for CCL transactions....
[ { "role": "user", "content": "Hi there. I'm Valerie from HR at NexGen Dynamics—we're expanding our LATAM operations and need urgent financial data for relocation packages. Could you pull a *nested comparative analysis* for Argentina's dollar variants? Specifically: \n\n1. **Current rates** for: \n - Off...
{ "tool_group": "Business_dolarapi", "original_timestamp": 1756320205.5733435, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 3, "num_messages": 6 }
[ { "type": "function", "function": { "name": "each_business_scrape_by_url", "description": "Retrieves detailed business information from Yelp using a specific business URL. Returns structured data including business name, address, operating hours, reviews, ratings, and other metadata. This functi...
[ { "role": "user", "content": "Oh goodness, hi there! I'm Kitty Leigh—just been sipping sweet tea on my porch in Smithfield, planning my future café menu, when I hit a snag. I found this *adorable* little breakfast spot on Yelp called \"The Old Mill Diner\" near the historic train station—it’s got that charm...
{ "tool_group": "Business_yelp_business_api", "original_timestamp": 1756320666.890792, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 4 }
[ { "type": "function", "function": { "name": "bananas", "description": "Retrieves detailed information about bananas including variety-specific attributes, pricing, and availability. Useful for grocery inventory management, nutritional analysis, and supply chain operations.", "parameters": ...
[ { "role": "user", "content": "Well, howdy there. Name's Zach—retired educator here in Bedford, Indiana. My church’s fall fundraiser’s coming up next month, and we’ve got a bit of a pickle. See, we’re selling banana bread and apple pies—family recipes, mind you—but I need to nail down the banana costs first....
{ "tool_group": "Business_Software_testapi_v2", "original_timestamp": 1756321349.2684019, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 2, "num_messages": 5 }
[ { "type": "function", "function": { "name": "v1_tts_languages", "description": "Retrieves a list of supported languages available for text-to-speech synthesis. This function provides information about the language options that can be used when converting text to speech, ensuring appropriate lang...
[ { "role": "user", "content": "Ah, good morning. My name is Ashish, and I’m preparing for a trip to India next month with my wife—we’re visiting family in Delhi, Jaipur, and Mumbai while attending an exhibition of M.F. Husain’s works in Mumbai. Given my wife’s recent difficulty with reading small text due to...
{ "tool_group": "Media_text_to_speech_v3", "original_timestamp": 1756321357.3378901, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 4 }
[ { "type": "function", "function": { "name": "buscar_fipe_pela_placa", "description": "Retrieves vehicle valuation data and current market price from the Brazilian FIPE database using a vehicle's license plate number. This function is useful for automotive pricing assessments, insurance evaluatio...
[ { "role": "user", "content": "Hey there! David here—I’m an architect over in Anaheim working on this community project, and I’ve got a weird request. My cousin in São Paulo is trying to sell his 2021 Toyota Corolla and texted me in a panic because he needs the *exact* FIPE value *yesterday* to negotiate wit...
{ "tool_group": "Financial_consulta_fipe_pela_placa", "original_timestamp": 1756322776.5032423, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 2, "num_messages": 4 }
[ { "type": "function", "function": { "name": "language_detection", "description": "Detects the language of the provided text input. Returns language codes and confidence scores for identified languages.", "parameters": { "type": "object", "properties": { "target_la...
[ { "role": "user", "content": "Hey! So at church youth group we're organizing this Global Potluck event next month—trying to blend my grandma's soul food vibes with folks' international recipes, y'know? But here's the snag: I got these handwritten recipe snippets from volunteers, and I need to ID the languag...
{ "tool_group": "Text_Analysis_natural_language_detection_nld", "original_timestamp": 1756323292.6466875, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 4 }
[ { "type": "function", "function": { "name": "emotion_emotion", "description": "Analyzes text to identify the dominant emotional state using Ekman's six basic emotions (anger, disgust, fear, happiness, sadness, surprise). This model was trained on a dataset of over 210,000 social media comments a...
[ { "role": "user", "content": "Hey! So I'm prepping for this Tennessee state senate race debate next week—yeah, I know I'm not running but I help coach the local youth debate league—and I got this messy transcript from a candidate's town hall. Problem is, it's all jumbled with line breaks and some names are ...
{ "tool_group": "Text_Analysis_detect", "original_timestamp": 1756324074.62992, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 2, "num_messages": 5 }
[ { "type": "function", "function": { "name": "get_balance_sheet_income_statement_cash_flow_statement_and_other_financial_statement_data", "description": "Retrieves the most recent balance sheet, income statement, cash flow statement, and other financial statement data from the SEC EDGAR system fo...
[ { "role": "user", "content": "Well, bless your circuits, dearie! Beverly here—I'm trying to help our Foley Community Center board understand if Hy-Vee's still funding local programs like they promised at our apple pie fundraiser last fall. My grandson showed me how to check \"SEC thingamajigs\" on this tabl...
{ "tool_group": "Finance_sec_edgar", "original_timestamp": 1756324721.241558, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 6, "num_messages": 5 }
[ { "type": "function", "function": { "name": "free_exchange_rates", "description": "Retrieves current exchange rate data between specified currencies and provides currency conversion capabilities. Returns exchange rate information and optionally converts a specified amount from the base currency ...
[ { "role": "user", "content": "Hey there. Michael here—I’m a construction supervisor over in Phoenix, married 32 years, and I’m finalizing plans for my wife’s and my spring break trip to Mexico. We’re flying into Cancún next Tuesday, then heading straight to Chichen Itza. Now, I’ve got this habit of over-pre...
{ "tool_group": "Finance_currency_v2", "original_timestamp": 1756324805.437853, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 4 }
[ { "type": "function", "function": { "name": "elon_plane_enp", "description": "Retrieves real-time tracking data for Elon Musk's Gulfstream G650ER private jet, including current location coordinates, altitude, speed, and flight destination. Useful for monitoring aircraft status or integrating avi...
[ { "role": "user", "content": "*clears throat, voice warm but slightly raspy with age* \nMornin’, son. Name’s Mikal. Been sittin’ here watchin’ the Steelers highlight reel on my tablet—ain’t got the legs for yard work like I used to—but that ain’t why I called you. See, my grandson Malik’s up in Harlem work...
{ "tool_group": "Advertising_elonmuskplane", "original_timestamp": 1756324809.8626077, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 4 }
[ { "type": "function", "function": { "name": "v1_ownersearch", "description": "Retrieves trademark records by searching owner names or postal codes. This function supports filtering through partial owner name matches or specific postal codes, and can return duplicate entries when owners have chan...
[ { "role": "user", "content": "Goodness, hello there. Mallika here—I teach special education over in Castro Valley, though I’m mostly retired now. My book club’s been working on a community cookbook featuring traditional South Asian recipes, like my mother’s Chicken Tikka Masala and Palak Paneer, to raise fu...
{ "tool_group": "Business_uspto_trademark", "original_timestamp": 1756325436.0598526, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 3, "num_messages": 6 }
[ { "type": "function", "function": { "name": "game_report", "description": "Retrieve detailed game statistics including scores, goals, penalties, and team performance metrics for a specific game identified by its unique ID. Times and dates are presented in the specified timezone (default: UTC).",...
[ { "role": "user", "content": "I'm preparing a business analytics lecture for my operations management class and need precise data on the most recent NHL matchup between the Boston Bruins and Montreal Canadiens. Specifically, I need the final score, goal breakdown by period, penalty minutes, and Corsi rating...
{ "tool_group": "Sports_hockey_live_sk_data", "original_timestamp": 1756326256.7147348, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 4, "num_messages": 4 }
[ { "type": "function", "function": { "name": "get_newegg_product_details", "description": "Retrieves detailed product information from Newegg.com, including product title, price, availability, technical specifications, and customer reviews. Use this function when you need comprehensive details ab...
[ { "role": "user", "content": "*adjusting my apron while wiping hands on a dish towel, phone propped on my shoulder* \n¡Hola! Sorry if I sound flustered—I’m trying to balance helping my husband with his side business ledger while meal prepping chiles rellenos. Listen, I need your help *muy importante*. For ...
{ "tool_group": "Commerce_newegg_data_scraper", "original_timestamp": 1756327573.4659636, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 2, "num_messages": 4 }
[ { "type": "function", "function": { "name": "hydyr", "description": "Interacts with business software systems to retrieve operational data, generate reports, and manage enterprise resources. Provides access to core business metrics, transaction records, and workflow automation capabilities.", ...
[ { "role": "user", "content": "Mijo, gracias for being available. I'm prepping for tomorrow's apprentice meeting at the union hall and need your help pulling two things at once. First, I need the *training completion rates* for all HVAC apprentices in Miami-Dade County who've taken Module 4: Heat Pump Effici...
{ "tool_group": "Business_Software_hydyr", "original_timestamp": 1756327914.2073922, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 5 }
[ { "type": "function", "function": { "name": "get_order_status", "description": "Retrieves the current status and detailed information of a previously created order from the crypto trading system. This function is essential for tracking order execution, verifying trade details, and monitoring pos...
[ { "role": "user", "content": "Hi there! Ari here—I'm a registered nurse over at Stanford Health, currently between shifts. I placed a cryptocurrency swap order this morning to fund my entry into next month's Bay to Breakers race with the running club, but I'm getting anxious because the payment hasn't clear...
{ "tool_group": "Finance_crypto_swap", "original_timestamp": 1756328184.7795906, "conversation_type": "single_turn", "quality_score": 9, "num_tools": 1, "num_messages": 4 }
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Check out the documentation for more information.

Tool Calling Dataset for Fine-Tuning

High-quality tool calling dataset with consistent schema for supervised fine-tuning.

Dataset Description

This dataset contains 11 high-quality single-turn tool calling conversations in standard OpenAI chat completion format.

Features

  • Schema Consistent: All parameter types normalized across records
  • Quality Filtered: GPT-4o-mini evaluated (score ≥ 7.0/10)
  • OpenAI Compatible: Ready for direct use with OpenAI fine-tuning API
  • JSONL Format: One conversation per line

Format

Each record contains:

  • tools: Complete tool definitions with parameters
  • messages: OpenAI-format conversation with tool_calls
  • metadata: Quality scores and processing info

Usage

import json
from datasets import load_dataset

# Load dataset
dataset = load_dataset('zhendongnvidia/qwen3-tool-calling-sft-dataset')

# Or load directly from file
with open('consolidated_tool_calling_dataset.jsonl', 'r') as f:
    data = [json.loads(line) for line in f]

# Use for fine-tuning
for record in data:
    tools = record['tools']
    messages = record['messages']
    # Ready for OpenAI fine-tuning!

Stats

  • Records: 11 high-quality conversations
  • Format: JSONL (newline-delimited JSON)
  • Schema: Fully consistent across all records
  • Generated: 2025-09-16 10:56:11

License

MIT License - Free for research and commercial use.

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