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g00217
tool
Traditional Chinese (Taiwan)
好,那順便看一下 corporate 主題。
[ { "type": "function", "function": { "name": "list_documents", "description": "Every document in the workspace with its id, title, theme, and folder. Start here.", "parameters": { "type": "object", "$schema": "https://json-schema.org/draft/2020-12/schema", "propertie...
[ { "name": "read_theme", "arguments": { "themeId": "corporate" } } ]
null
[ { "role": "system", "content": "You operate the tools you are given. When a request needs a tool, call it with arguments that match its schema, and call several in order when it takes several steps. Leave out optional arguments the user did not ask for. When nothing needs a tool, answer directly. Never stat...
[ { "from": "system", "value": "You are a helpful assistant with access to the following tools:\n\n[\n {\n \"name\": \"list_documents\",\n \"description\": \"Every document in the workspace with its id, title, theme, and folder. Start here.\",\n \"parameters\": {\n \"type\": \"object\",\n ...
g00219
tool
Traditional Chinese (Taiwan)
刪除 report 裡的 old-cover.png。
[ { "type": "function", "function": { "name": "list_documents", "description": "Every document in the workspace with its id, title, theme, and folder. Start here.", "parameters": { "type": "object", "$schema": "https://json-schema.org/draft/2020-12/schema", "propertie...
[ { "name": "delete_asset", "arguments": { "filename": "old-cover.png", "scope": "report" } } ]
null
[ { "role": "system", "content": "You operate the tools you are given. When a request needs a tool, call it with arguments that match its schema, and call several in order when it takes several steps. Leave out optional arguments the user did not ask for. When nothing needs a tool, answer directly. Never stat...
[ { "from": "system", "value": "You are a helpful assistant with access to the following tools:\n\n[\n {\n \"name\": \"list_documents\",\n \"description\": \"Every document in the workspace with its id, title, theme, and folder. Start here.\",\n \"parameters\": {\n \"type\": \"object\",\n ...
g00347
tool
Traditional Chinese (Taiwan)
把 meeting-notes 複製成 next-sync,標題改成下週例會。
[ { "type": "function", "function": { "name": "list_documents", "description": "Every document in the workspace with its id, title, theme, and folder. Start here.", "parameters": { "type": "object", "$schema": "https://json-schema.org/draft/2020-12/schema", "propertie...
[ { "name": "duplicate_document", "arguments": { "docId": "meeting-notes", "newId": "next-sync" } }, { "name": "rename_document", "arguments": { "docId": "next-sync", "title": "下週例會" } } ]
null
[ { "role": "system", "content": "You operate the tools you are given. When a request needs a tool, call it with arguments that match its schema, and call several in order when it takes several steps. Leave out optional arguments the user did not ask for. When nothing needs a tool, answer directly. Never stat...
[ { "from": "system", "value": "You are a helpful assistant with access to the following tools:\n\n[\n {\n \"name\": \"list_documents\",\n \"description\": \"Every document in the workspace with its id, title, theme, and folder. Start here.\",\n \"parameters\": {\n \"type\": \"object\",\n ...
g00321
tool
Traditional Chinese (Taiwan)
麻煩讀取 modern 主題。
[ { "type": "function", "function": { "name": "list_documents", "description": "Every document in the workspace with its id, title, theme, and folder. Start here.", "parameters": { "type": "object", "$schema": "https://json-schema.org/draft/2020-12/schema", "propertie...
[ { "name": "read_theme", "arguments": { "themeId": "modern" } } ]
null
[ { "role": "system", "content": "You operate the tools you are given. When a request needs a tool, call it with arguments that match its schema, and call several in order when it takes several steps. Leave out optional arguments the user did not ask for. When nothing needs a tool, answer directly. Never stat...
[ { "from": "system", "value": "You are a helpful assistant with access to the following tools:\n\n[\n {\n \"name\": \"list_documents\",\n \"description\": \"Every document in the workspace with its id, title, theme, and folder. Start here.\",\n \"parameters\": {\n \"type\": \"object\",\n ...
g00460
no_tool
Traditional Chinese (Taiwan)
proposal 的預算章節通常建議包含哪幾個主要項目?
[ { "type": "function", "function": { "name": "list_documents", "description": "Every document in the workspace with its id, title, theme, and folder. Start here.", "parameters": { "type": "object", "$schema": "https://json-schema.org/draft/2020-12/schema", "propertie...
null
常見的核心項目包括人力成本、軟硬體與授權費、外包或第三方服務費,以及一定比例的預備金;若有分期付款規劃,也可一併列出對應的里程碑。
[ { "role": "system", "content": "You operate the tools you are given. When a request needs a tool, call it with arguments that match its schema, and call several in order when it takes several steps. Leave out optional arguments the user did not ask for. When nothing needs a tool, answer directly. Never stat...
[ { "from": "system", "value": "You are a helpful assistant with access to the following tools:\n\n[\n {\n \"name\": \"list_documents\",\n \"description\": \"Every document in the workspace with its id, title, theme, and folder. Start here.\",\n \"parameters\": {\n \"type\": \"object\",\n ...
g00246
tool
Traditional Chinese (Taiwan)
看一下 meeting-notes 的原始碼
[{"type":"function","function":{"name":"list_documents","description":"Every document in the workspa(...TRUNCATED)
[ { "name": "read_document", "arguments": { "docId": "meeting-notes" } } ]
null
[{"role":"system","content":"You operate the tools you are given. When a request needs a tool, call (...TRUNCATED)
[{"from":"system","value":"You are a helpful assistant with access to the following tools:\n\n[\n {(...TRUNCATED)
g00016
tool
Traditional Chinese (Taiwan)
複製 proposal 為 proposal-2027,改名 2027 專案提案,匯出 pdf
[{"type":"function","function":{"name":"list_documents","description":"Every document in the workspa(...TRUNCATED)
[{"name":"duplicate_document","arguments":{"docId":"proposal","newId":"proposal-2027"}},{"name":"ren(...TRUNCATED)
null
[{"role":"system","content":"You operate the tools you are given. When a request needs a tool, call (...TRUNCATED)
[{"from":"system","value":"You are a helpful assistant with access to the following tools:\n\n[\n {(...TRUNCATED)
g00519
tool
Traditional Chinese (Taiwan)
請比對 proposal 的修改差異。我想確認剛剛改了哪些地方。
[{"type":"function","function":{"name":"list_documents","description":"Every document in the workspa(...TRUNCATED)
[ { "name": "diff_document", "arguments": { "docId": "proposal" } } ]
null
[{"role":"system","content":"You operate the tools you are given. When a request needs a tool, call (...TRUNCATED)
[{"from":"system","value":"You are a helpful assistant with access to the following tools:\n\n[\n {(...TRUNCATED)
g00262
no_tool
Traditional Chinese (Taiwan)
寫 proposal 的時候,執行摘要通常建議抓在幾頁以內?
[{"type":"function","function":{"name":"list_documents","description":"Every document in the workspa(...TRUNCATED)
null
"一般建議控制在一頁以內,扼要交代背景、解法、效益和預算即可,方便決(...TRUNCATED)
[{"role":"system","content":"You operate the tools you are given. When a request needs a tool, call (...TRUNCATED)
[{"from":"system","value":"You are a helpful assistant with access to the following tools:\n\n[\n {(...TRUNCATED)
g00348
tool
Traditional Chinese (Taiwan)
直接把 meeting-notes 的程式碼覆寫成 export default () => <h1>會議記錄</h1> 吧。
[{"type":"function","function":{"name":"list_documents","description":"Every document in the workspa(...TRUNCATED)
[{"name":"write_document","arguments":{"docId":"meeting-notes","source":"export default () => <h1>(...TRUNCATED)
null
[{"role":"system","content":"You operate the tools you are given. When a request needs a tool, call (...TRUNCATED)
[{"from":"system","value":"You are a helpful assistant with access to the following tools:\n\n[\n {(...TRUNCATED)
End of preview. Expand in Data Studio

open-doc-tool-calls

An MCP tool-calling SFT dataset, built by colab-finetune-mcp with a reverse-generation pipeline verified by a teacher solver.

  • Language: Traditional Chinese (Taiwan)
  • Tools (from the MCP server): list_documents, read_document, create_document, list_templates, create_from_template, write_document, rename_document, duplicate_document, delete_document, read_text, write_text, add_comment, list_themes, read_theme, list_assets, upload_asset, find_asset_usages, delete_asset, list_folders, create_folder, file_document, check_layout, render_page, export_document, diff_document, import_markdown
  • Train / Test: 470 / 158
  • No-tool sample ratio: 0.2
  • Teacher data quality: function-name accuracy 0.5704, exact-match rate 0.5437

Fields

Field Description
id Sample id
kind tool (a tool call is required) / no_tool (none needed)
language Language the sample was generated in
query The user request
tools Available tools, as an array of OpenAI function schemas
expected_tool_calls Ground-truth tool calls — a single request may need several; null for no_tool
answer Text answer for no_tool samples; null for tool
messages OpenAI chat format (the assistant turn carries tool_calls)
conversations ShareGPT format (system holds the tool list, gpt emits <tool_call>)

How it was generated

A target tool and a set of valid arguments are drawn from the MCP tool schemas first and become the ground truth; a teacher model then writes the natural-language user request that would lead to that call. The same teacher re-solves every request from scratch as a solver, and only samples it reproduces correctly are kept. Because expected_tool_calls is constructed rather than inferred, it can be compared exactly against model output to compute tool-call rate, function-name accuracy and exact-match rate.

Loading

from datasets import load_dataset
ds = load_dataset("Simon-Liu/open-doc-tool-calls")
print(ds["train"][0])
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