AmanPriyanshu/tool-reasoning-sft-TOOLS-mobile-actions-data-cleaned-rectified

Mobile Actions — Cleaned & Rectified

8.7K on-device function calling conversations converted into a strict reasoning + tool-call format. Covers 7 Android mobile actions including calendar events, emails, contacts, maps, flashlight, and Wi-Fi settings.

Format

Each row contains a structured conversation with explicit reasoning traces and validated tool calls.

Message Roles

Role	Content
system	Tool-use protocol + cleaned JSON tool schemas + datetime/day-of-week context
user	Natural language instruction
reasoning	<think>…</think> — model's step-by-step reasoning
tool_call	<tool_call>{"name": "...", "arguments": {...}}</tool_call> — function invocation
tool_output	<tool_response>…</tool_response> — synthetic success response
answer	<answer>…</answer> — confirmation to user

Trajectory Structure

Single-call (67%):

system → user → reasoning → tool_call → tool_output → reasoning → answer

Multi-call (33%, 2-3 calls):

system → user → reasoning → tool_call → tool_output → reasoning → tool_call → tool_output → reasoning → answer

Schema

Single Parquet file with zstd compression.

Column	Type	Description
messages	string	Converted conversation (JSON list of {role, content})
split	string	Always train

Size

8,693 rows (train split only, eval split excluded).

Tools

7 mobile device actions, always all 7 present per row:

Tool	Calls	Share
create_calendar_event	3,544	27.5%
send_email	2,276	17.7%
create_contact	2,111	16.4%
show_map	2,011	15.6%
open_wifi_settings	1,229	9.5%
turn_on_flashlight	907	7.0%
turn_off_flashlight	808	6.3%

Conversion Details

• developer role mapped to system with tool-use protocol prepended
• Tool schemas cleaned: null-valued properties stripped (original has all 10 keys per tool with most null)
• Tool call arguments cleaned: null-valued keys removed (original passes all 10 arg keys per call)
• HF-parsed datetime timestamps converted back to YYYY-MM-DDTHH:MM:SS strings
• Multi-call assistant turns (2-3 tool_calls) split into individual tool_call → tool_output → reasoning cycles
• Synthetic {"status": "success"} tool responses added (original has no tool responses)
• 12 template variations each for bridge reasoning, between-call reasoning, post-tool reasoning, and confirmation answers
• All role transitions validated against strict FSM

License

CC-BY-4.0