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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Can you provide three adjectives to describe the taste of dark chocolate based on this JSON data?\n{\n \"type\... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_tip\",\n \"description\": \"Calculate the tip amount based on the total bill\",\n \"parameters\": {\n \"type\": \"object\",\n \"propert... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"generate_invoice\",\n \"description\": \"Generate an invoice for a given customer\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\"... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
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"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"send_email\",\n \"description\": \"Send an email to a specified recipient\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"create_todo_list\",\n \"description\": \"Create a new todo list\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n \... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"get_news_headlines\",\n \"description\": \"Get the latest news headlines\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "How can I use sed command to replace the punctuation in a text file with semicolon? Can you provide the specif... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"role": "user",
"content": "How can we improve the accuracy of the sentimentAnalysis function in R for multiple sentences, accounting for ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"search_news\",\n \"description\": \"Search for news articles based on keywords\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"search_recipes\",\n \"description\": \"Search for recipes\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n \"keywo... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_tax\",\n \"description\": \"Calculate the tax amount\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n \"... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"create_calendar_event\",\n \"description\": \"Create a new event in the calendar\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\":... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"send_email\",\n \"description\": \"Send an email to a recipient\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n \... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_time_difference\",\n \"description\": \"Calculate the time difference between two timestamps\",\n \"parameters\": {\n \"type\": \"object\",\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Explain the concept of \"fog computing\" and its potential impact on the Internet of Things (IoT).\n\nASSISTAN... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "What is the probability of the main character encountering at least one unicorn, one dragon, and one phoenix d... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"search_movies\",\n \"description\": \"Search for movies based on various parameters\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_discount\",\n \"description\": \"Calculate the discounted price\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Data format:\nYou must have [ Latex ] data type in the following Rewrite prompt\nRewrite prompt:\nI recently w... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Organize these steps in a logical order to play the game of Monopoly.\nGather the Monopoly board game pieces, ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"generate_random_name\",\n \"description\": \"Generate a random name\",\n \"parameters\": {}\n}",
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{
... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Rewrite this sentence: \"Lying is wrong\"\n\nASSISTANT: To tell an untruth is not the right thing to do. <|end... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"generate_password\",\n \"description\": \"Generate a random password\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "What is Big O notation?\n\nASSISTANT: Big O notation is a mathematical notation used to describe the complexit... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"find_song_lyrics\",\n \"description\": \"Find lyrics for a specific song\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Identify and correct the subject verb agreement error in the sentence.\nThe box of tools are in the garage.\n\... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Select an item from the provided list and conduct an in-depth exploration of its historical, cultural, and arc... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
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"role": "user",
"content": "Please write a poem about the natural element of fire. Your poem must follow the format of a [sonnet] with 14 ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Create an email that encourages people to donate to a charity by highlighting the impact of their donation on ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"create_todo\",\n \"description\": \"Create a new todo item\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n \"task... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"role": "user",
"content": "Can you provide a comprehensive list of at least 10 widely used text-editing tools, including both open-source... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "A farmer has 50 cows and wants to divide them into groups of cows with an equal number of cows in each group. ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"role": "user",
"content": "Please rearrange the elements given in the table below in order of increasing atomic number.\n| Element | Atom... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"role": "user",
"content": "Can you provide a detailed timeline of events leading up to and including the exact date on which the terroris... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "What are five examples of public goods?\n\nASSISTANT: 1. National defense: protection of a country's borders a... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Can you provide an XML code to calculate the sum of two numbers, 5 and 10, using XSLT?\n\nASSISTANT: Sure, her... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"search_movies\",\n \"description\": \"Search for movies based on title or genre\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_bmi\",\n \"description\": \"Calculate the Body Mass Index (BMI)\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_tip\",\n \"description\": \"Calculate the tip amount for a bill\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"role": "user",
"content": "What are some practical ways to reduce power usage at home? Please provide a detailed [list of tips in HTML fo... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"send_email\",\n \"description\": \"Send an email to a recipient\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n \... | null |
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"role": "user",
"content": "How can I automate the process of running 50 experiments on a platform, where each experiment involves testing... | null |
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"content": "You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_loan_payment\",\n \"description\": \"Calculate the monthly loan payment\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\"... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"content": "Suggest a metric for deciding which model performs better for a given problem with the additional requirement ... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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{
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"content": "How can I use Go code to analyze the impact of iPhone 12's battery life on overall user experience and compare... | null |
glaiveai/glaive-function-calling-v2 | apache-2.0 | false | en | tool_calling | [
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"role": "system",
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Tool & Function Calling (Area 2, v2) — Korean SFT Dataset Prep
상태: 비공개 스테이징(private) — §3 처리(1~6번, 스키마 정규화) 완료, §3-7(최종 텍스트 인코딩)만 보류. 제2자 감사 전, 공개 배포 대상 아님.
이 v2는 §3 처리를 새로 검증하며 발견한 오류를 수정한 버전입니다(2026-08-10). v1(원본 chat 텍스트 그대로)과 달리, 이 저장소엔 korean_sft_schema.md 통합 구조(source/license/lang/category/conversations:[{role,content,reasoning_content,tool_calls}])로 정규화된 데이터가 들어있습니다.
출처
- 원본:
glaiveai/glaive-function-calling-v2 - 커밋 해시:
e7f4b6456019f5d8bcb991ef0dd67d8ff23221ac - 라이선스: Apache-2.0 (원본 태그, README 본문 없어 대조 문구 없음)
- 생성 출처: 미확인 — GPT-4/Claude 등 프론티어 모델 사용 가능성 있음 (원본 데이터셋 카드에 명시 없음)
- 언어: 영어 (지침서 §1.2 정책에 따라 번역 없이 영어 그대로 사용)
처리 과정 (v2, §3 전 단계 재검증)
- 원본 112,960건 다운로드 → 완전중복 제거 → 50,000건 샘플링(v1과 동일)
- 근접 중복 제거 추가(MinHash/LSH): 50,000 → 36,961건 — v1엔 없던 단계로, 완전일치만 검사한 v1에서 놓친 근접 중복 13,039건(26%)을 추가로 제거
- PII 재검토: 기본 정규식 적용 결과 CARD/RRN 패턴이 코드·숫자열(피보나치 수열, 조합 퍼즐 등)에 오탐 발생 확인 → 문맥(같은 turn에 "card"/"credit" 단어 존재 여부)에 따라 CARD만 선별 적용(18건), RRN은 이 영어 데이터셋 카테고리 자체에 맞지 않아 전면 미적용
- 길이/토크나이저 검사(DeepSeek-V4-Flash-0731 실제 토크나이저): 32,768 토큰 초과 0건(최대 4,081)
- 스키마 정규화: 원본
SYSTEM:/USER:/ASSISTANT: <functioncall>.../FUNCTION RESPONSE:텍스트를 파싱해 구조화된conversations(role: system/user/assistant/tool, tool_calls 필드 포함)로 변환. 파싱 중 원본 데이터의 결함 4건(중괄호 불균형 등) 발견·제외 → 최종 36,957건 - train/val/test 분할(29,565 / 3,695 / 3,697), 분할 간 중복 0건 확인
§3-7(최종 인코딩) 미완료 — 알려진 블로커
DeepSeek-V4-Flash-0731의 공식 인코더(encoding_dsv4.py/encode_messages())가 공개 HF 저장소에 없어(chat_template/커스텀 코드 부재 확인) 함수 호출을 어떤 텍스트 포맷으로 바꿔야 하는지 확정하지 못했습니다. 실제 토크나이저의 added_tokens를 조사한 결과 서로 다른 두 체계가 발견됐습니다:
<dsml:...>/</dsml:...>— XML 네임스페이스 스타일 접두 토큰. 프로젝트 지침서가 언급하는 "DSML" 이름과 일치.<|tool▁calls▁begin|>/<|tool▁call▁begin|>/<|tool▁calls▁end|>등 — 공개적으로 알려진 DeepSeek-V3/R1 표준 tool-calling 포맷과 일치.
정확한 내부 문법(인자 직렬화 방식, 여러 호출 나열 방식, tool 응답 태그)을 확인 중이며, 확정되는 대로 이 데이터셋에 인코딩을 적용해 v3로 갱신할 예정입니다. 이 저장소의 데이터는 아직 최종 학습용 텍스트가 아니라, 인코딩 직전의 구조화된 형태입니다.
의도된 용도
Korean SFT 학습의 5개 목표 중 "Tool & Function Calling"(구조화된 도구 호출) 영역 학습 데이터. 영어로 메커니즘을 학습시키고, 한국어 전이는 별도 평가(Korean-transfer check)로 확인 예정.
알려진 한계
- 원본 데이터셋의 생성 모델이 공개되지 않아 독점 모델 관여 여부 불확실
- §3-7(최종 인코딩) 미완료 — 위 블로커 참조
- 전체 목표 500,000건(6개 영역) 중 이 영역 목표치인 50,000건 대비 36,957건(원본 데이터 근접중복·결함 제외 반영)
라이선스 및 저작권 표시
Apache-2.0은 원본 데이터셋 glaiveai/glaive-function-calling-v2(Apache-2.0)의 라이선스를 상속합니다. 원본 데이터셋 카드에는 생성 모델이 명시되지 않았으며(GPT-4/Claude 등 프론티어 모델 사용 가능성 있음, 미확인), 영어 원문을 번역 없이 그대로 재샘플링했습니다.
"Keural-v2 Tool-Calling"은 주식회사 MKD(MKD Inc.)가 만든 데이터셋입니다. §3에서 설명한 처리 과정(중복 제거, 개인정보 제거, 필터링, 분할, 스키마 정규화)은 주식회사 MKD가 수행했으며, 원본 데이터는 위에 명시된 원저작자의 라이선스를 그대로 따릅니다.
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