Datasets:

Zichen1024
/

SAP-9k

messages listlengths 2 121	tools listlengths 6 40	id stringlengths 17 42	sample_id stringlengths 22 29	task_type stringlengths 14 36	source stringclasses 3 values	data_source stringclasses 3 values	__index_level_0__ int64 0 9.76k
[ { "content": "<instructions>\nYou are a customer service agent that helps the user according to the <policy> provided below.\nIn each turn you can either:\n- Send a message to the user.\n- Make a tool call.\nYou cannot do both at the same time.\n\nTry to be helpful and always follow the policy. Always make sure...	[ { "function": { "description": "Book a reservation.", "name": "book_reservation", "parameters": { "properties": { "a": null, "access_token": null, "activate": null, "address1": null, "address2": null, "amount": null, ...	airline_20260108_224508_question_3533	20260108_224508_question_3533	airline_v2_2600	airline	airline_v2_2600	0
[ { "content": "I'm already logged into my Twitter account. Please follow a couple more accounts that regularly share high-quality content about machine learning and data science, then add a brief, friendly comment under the most recent tweet from one of those new accounts saying that I'm excited to follow their ...	[ { "function": { "description": "This tool belongs to the TwitterAPI, which provides core functionality for posting tweets, retweeting, commenting, and following users on Twitter. Tool description: Authenticate a user with username and password.", "name": "authenticate_twitter", "parameters": {...	multi_turn_base_24_20260422_path2	20260422_673296_702462	multi_turn_base_24_20260422	bfcl	bfcl	1
[{"content":"<instructions>\nYou are a customer service agent that helps the user according to the <(...TRUNCATED)	[{"function":{"description":"Book a reservation.","name":"book_reservation","parameters":{"propertie(...TRUNCATED)	airline_20260108_224508_question_0981	20260108_224508_question_0981	airline_v2_2600	airline	airline_v2_2600	2
[{"content":"<instructions>\nYou are a customer service agent that helps the user according to the <(...TRUNCATED)	[{"function":{"description":"Calculate the result of a mathematical expression.","name":"calculate",(...TRUNCATED)	retail_20260117_221030_question_1745	20260117_221030_question_1745	retail_v2_2600	retail	retail_v2_2600	3
[{"content":"Please send a message to Charlie letting him know I'm heading to Relative's House.","ro(...TRUNCATED)	[{"function":{"description":"This tool belongs to the Message API, which is used to manage user inte(...TRUNCATED)	multi_turn_long_context_4_20260411_path2	20260411_143683_468739	multi_turn_long_context_4_20260411	bfcl	bfcl	4
[{"content":"Calculate the exchange rate for 1500 USD to EUR for me, I have some funds to convert qu(...TRUNCATED)	[{"function":{"description":"This tool belongs to the Message API, which is used to manage user inte(...TRUNCATED)	multi_turn_miss_func_168	20260425_853460_530697	multi_turn_miss_func	bfcl	bfcl	5
[{"content":"I just parked and turned off the engine. I'm still in the car waiting for a friend. Ple(...TRUNCATED)	[{"function":{"description":"This tool belongs to the vehicle control system, which allows users to (...TRUNCATED)	multi_turn_miss_func_24_20260426_path3	20260427_248688_124072	multi_turn_miss_func_24_20260426	bfcl	bfcl	6
[{"content":"<instructions>\nYou are a customer service agent that helps the user according to the <(...TRUNCATED)	[{"function":{"description":"Book a reservation.","name":"book_reservation","parameters":{"propertie(...TRUNCATED)	airline_20260108_224508_question_2233	20260108_224508_question_2233	airline_v2_2600	airline	airline_v2_2600	7
[{"content":"<instructions>\nYou are a customer service agent that helps the user according to the <(...TRUNCATED)	[{"function":{"description":"Book a reservation.","name":"book_reservation","parameters":{"propertie(...TRUNCATED)	airline_20260108_224508_question_3342	20260108_224508_question_3342	airline_v2_2600	airline	airline_v2_2600	8
[{"content":"<instructions>\nYou are a customer service agent that helps the user according to the <(...TRUNCATED)	[{"function":{"description":"Book a reservation.","name":"book_reservation","parameters":{"propertie(...TRUNCATED)	airline_20260108_224508_question_3575	20260108_224508_question_3575	airline_v2_2600	airline	airline_v2_2600	9

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SAP: State-Guided Data Synthesis with Argument Provenance for Multi-Turn Tool Use

paper: SAP: State-Guided Data Synthesis with Argument Provenance for Multi-Turn Tool Use

Dataset Overview

This is a high-quality, executor-validated multi-turn tool-use dataset designed for training agentic language models on long-horizon function calling tasks. The dataset focuses on argument-level cross-turn dependency grounding, ensuring tool arguments are sourced from verifiable upstream context (initial state, prior tool returns, or user messages) rather than fabricated values.

Three stages:

(1) FSM skeleton synthesis by A_FSM with provenance tags
(2) per-call planning + executor execution by A_plan + ε (two-track output: executor args θ_exec + provenance metadata θ_prov, parallel grouping, per-call retry)
(3) post-hoc dialogue synthesis by A_msg

Basic Statistics

Item	Details
Total trajectories	9,644
Task type	Multi-turn tool use / agent function calling
Validation	All trajectories verified against live tool executors
Supported benchmarks	BFCL v4 Multi-Turn, τ²-bench