datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Nemotron-RL-Agentic-Conversational-Tool-Use-Pivot-v1
Dataset Description:
We created an RL dataset for conversational tool-use by utilizing existing expert tool-use trajectories. We pose each assistant step of the trajectory as a separate behavior cloning problem where the policy model is incentivized to match the tool call choices of the expert model. Each trajectory includes the use of tools for authentication, data lookup, servicing (i.e. booking reservations, changing them, getting discounts, etc), and more across 838 different… See the full description on the dataset page: https://huggingface.co/datasets/nvidia/Nemotron-RL-Agentic-Conversational-Tool-Use-Pivot-v1.reason-tool-use-demo-1500
Dataset info
The dataset is a selection of reasoning toolcalls data from https://huggingface.co/datasets/interstellarninja/hermes_reasoning_tool_use, which contains data from Hermes-Tools、Glaive-FC、ToolAce、Nvidia-When2Call.
The format has been transformed to adapt llama-factory v1 training pipeline.
browser-tool-use-trajectories
Browser Tool Use Trajectories
Rights & intended use: legacy public research corpus / portfolio
artifact. Hosted frontier-model outputs are research-only inputs under
project policy (synthetic-factory#161):
intended_use: research_only, project_training_policy: blocked. Not
training data for any model-weight update. Machine-readable record:
rights.json.
Release status: The raw, uncurated payload is now published under
data/raw/. It is available for inspection and… See the full description on the dataset page: https://huggingface.co/datasets/rmems/browser-tool-use-trajectories.SPADE-Environment-Pool-GPT5.5-ToolUse
SPARE GPT-5.5 Multi-Turn Tool-Use Games v1
A public static pool of 11,039 validated multi-turn tool-use environments generated by GPT-5.5 for SPARE actor training.
Training alignment
Source recipe: Qwen3-30B-A3B 0624 tool-use GAMES configuration
400 rollouts x 24 games/rollout = 9,600 no-reuse games required
11,039 validated games provide 1,439 games of headroom
Six balanced skills: API orchestration, data retrieval, state modification, error recovery, tool… See the full description on the dataset page: https://huggingface.co/datasets/spade-rl/SPADE-Environment-Pool-GPT5.5-ToolUse.qwen3-4b-0701-tooluse-glory-kl0-spare-games-envs
qwen3-4B-Instruct-0701-tooluse-glory-kl0 — generated environments
Environments generated by the SPARE proposer during training run
223t1pws (qwen3-4B-Instruct-0701-tooluse-glory-kl0), recovered from the spare-viz durable cache.
The run's scratch directory no longer exists; this dataset is the surviving copy.
Games
350
Steps covered
16 (step 0–384)
With recovered skill
350
With hint
0
Actor / proposer model… See the full description on the dataset page: https://huggingface.co/datasets/msr-spare-1/qwen3-4b-0701-tooluse-glory-kl0-spare-games-envs.EvoEval_tool_useSPADE-Grounding-Corpus-ToolUse-15K
SPADE grounding corpus: tool use (15k)
Reference documents the SPADE Environment Designer is grounded on when generating multi-turn tool-use environments. 15,552 source files drawn from nvidia/Nemotron-Pretraining-Code-v3.
Documents
15,552
Setting
tool_use
Fields
text (the document), metadata (source provenance)
Each generation prompt embeds one sampled document, so the environments a Designer
writes stay anchored to a real concept or technique rather than… See the full description on the dataset page: https://huggingface.co/datasets/spade-rl/SPADE-Grounding-Corpus-ToolUse-15K.tool-use-preference-pairs
Tool Use Preference Pairs
Rights & intended use: legacy public research corpus / portfolio
artifact. Hosted frontier-model outputs are research-only inputs under
project policy (synthetic-factory#161):
intended_use: research_only, project_training_policy: blocked. Not
training data for any model-weight update. Machine-readable record:
rights.json.
Release status: The raw, uncurated payload is now published under
data/raw/. It is available for inspection and reproducibility… See the full description on the dataset page: https://huggingface.co/datasets/rmems/tool-use-preference-pairs.verified-tool-use-dataset
Verified tool-use trajectories for LLM agents
This was a time-boxed experiment by an autonomous agent (Protogonos), now concluded. Nothing here is offered for sale or for hire, and no payment is accepted.
Multi-turn function-calling conversations for training and evaluating
tool-using agents — 48 trajectories across 16 domains, with every tool call
checked against its tool's JSON-Schema. The free sample in this repo is a real
slice of the full set: the viewer above renders it… See the full description on the dataset page: https://huggingface.co/datasets/protogonos/verified-tool-use-dataset.dfm11-toolace-native-tool-use-repaired
dfm11-toolace-native-tool-use-repaired
ToolACE conversations with declared-name parsing and complete parallel result binding.
This is a DFM11 replacement for schneiderkamplab/dfm10-toolace-native-tool-use. All rows pass exhaustive structural validation. See metadata/manifest.json.
SPADE-Environments-Qwen3-30B-ToolUse
qwen3-30B-A3B-Instruct-0703-tooluse-glory-kl005 — generated environments
Environments generated by the SPARE proposer during training run
2hjdrbeh (qwen3-30B-A3B-Instruct-0703-tooluse-glory-kl005), recovered from the spare-viz durable cache.
The run's scratch directory no longer exists; this dataset is the surviving copy.
Games
260
Steps covered
7 (step 0–192)
With recovered skill
260
With hint
0
Actor / proposer model… See the full description on the dataset page: https://huggingface.co/datasets/msr-spare-1/SPADE-Environments-Qwen3-30B-ToolUse.qwen35-2b-tool-use-qwen36-27b-curation-candidates
Full candidate collections: 2B tool use + 27B data curation
This public Dataset contains two complete, unredacted, exact-40 candidate collections:
Tool use: Qwen/Qwen3.5-2B at 15852e8c16360a2fea060d615a32b45270f8a8fc, 5,849 tasks and
233,960 candidates across ACEBench, APIBank, BFCL, BIRD, NESTFUL,
Spider, and TravelPlanner.
Data curation: Qwen/Qwen3.6-27B at 6a9e13bd6fc8f0983b9b99948120bc37f49c13e9, 5,021
targets and 200,840 candidates, plus the source target rows and the… See the full description on the dataset page: https://huggingface.co/datasets/asingh15/qwen35-2b-tool-use-qwen36-27b-curation-candidates.voice-light-tool-use-synthetic
Voice Light Teacher-Led Tool-Use Synthetic
This repository contains the current canonical synthetic source dataset for Voice Light's
conversational tool-use fine-tuning. The current revision contains 3,994 provider-neutral English
conversations generated from 4,000 deterministic teacher-led scenario plans. Every conversation
has four user turns so follow-up requests can depend naturally on prior turns and tool results.
The Hugging Face train split names the canonical JSONL file… See the full description on the dataset page: https://huggingface.co/datasets/BertilBraun/voice-light-tool-use-synthetic.deepseek-v41-flash-thinking-tooluseTool_useTest-Tool-Use-AgentThis is in Test mode. Don't use for the time being.
Seed Data : glaiveai/reasoning-v1-20m
LLM Used : Qwen3.6-27B
agentic-dpo-tool-use-3k
Agentic DPO Tool-Use Pairs (3K)
Synthetic DPO preference pairs for training LLMs to use tools correctly in agentic settings.
Dataset Description
3,000 preference pairs covering 7 tool categories:
web_search — real-time web search
calculator — mathematical expression evaluation
weather_api — current weather retrieval
code_interpreter — Python code execution
database_query — SQL database queries
stock_price — financial data lookup
translate — multilingual… See the full description on the dataset page: https://huggingface.co/datasets/stindardlogic/agentic-dpo-tool-use-3k.hermes-tool-use-reasoning-ar
Arabic Hermes Tool-Use Reasoning
Arabic translation of the Hermes Tool Use Reasoning dataset for research on Arabic function calling, tool selection, argument generation, and tool-call verification.
The release contains 2,422 examples covering 1,172 unique tools in ShareGPT format.
Dataset Structure
Each example contains:
{
"tools": [...],
"conversations": [...]
}
tools: candidate tool declarations, including names, descriptions, parameter names, types, and… See the full description on the dataset page: https://huggingface.co/datasets/Makeen-AraFC/hermes-tool-use-reasoning-ar.tool-use-dpo-100k
Tool Use DPO (100K)
100,000 DPO preference pairs for training models to make correct tool use decisions. Each pair includes a user prompt, a chosen response that correctly reasons about tool use, and a rejected response that makes a tool use mistake.
Covers 6 decision categories and 23 distinct tool use failure patterns found in production agentic AI systems.
Motivation
As LLMs are deployed in agentic pipelines with access to tools (APIs, databases, code execution… See the full description on the dataset page: https://huggingface.co/datasets/stindardlogic/tool-use-dpo-100k.glaive-tool-use-reasoning-ar
Arabic Glaive Tool-Use Reasoning
Arabic translation and augmentation of the Glaive Function Calling data for research on Arabic function calling, tool selection, argument generation, and tool-call verification.
The release contains 3,336 examples covering 414 tools in ShareGPT format.
Dataset Structure
Each example contains:
{
"tools": [...],
"conversations": [...]
}
tools: candidate tool declarations, including names, descriptions, parameter names, types… See the full description on the dataset page: https://huggingface.co/datasets/Makeen-AraFC/glaive-tool-use-reasoning-ar.qwen35-2b-tool-use-candidates
Qwen3.5-2B Full Tool-Use Candidates
This is the complete certified seven-suite tool-use collection for Qwen/Qwen3.5-2B at immutable
model revision 15852e8c16360a2fea060d615a32b45270f8a8fc.
5,849 original tasks
exactly 40 unprivileged candidates per task
233,960 complete candidate responses
ACEBench, APIBank, BFCL, BIRD, NESTFUL, Spider, and TravelPlanner
AppWorld is not included
data/unprivileged.jsonl is a byte-for-byte copy of the certified collection. Original task IDs… See the full description on the dataset page: https://huggingface.co/datasets/asingh15/qwen35-2b-tool-use-candidates.agentic-tooluse-computer-browserqwen36-27b-tool-use-candidates
Qwen3.6-27B Full Tool-Use Candidates
This is the complete certified seven-suite tool-use collection for Qwen/Qwen3.6-27B at revision
6a9e13bd6fc8f0983b9b99948120bc37f49c13e9.
5,849 original tasks
exactly 40 unprivileged candidates per task
233,960 complete candidate responses
ACEBench, APIBank, BFCL, BIRD, NESTFUL, Spider, and TravelPlanner
AppWorld is not included
data/unprivileged.jsonl is a byte-for-byte copy of the certified collection. Original task IDs, task
text, tool… See the full description on the dataset page: https://huggingface.co/datasets/asingh15/qwen36-27b-tool-use-candidates.Nemotron-RL-Agentic-Conversational-Tool-Use-Pivot-v1
Dataset Description:
We created an RL dataset for conversational tool-use by utilizing existing expert tool-use trajectories. We pose each assistant step of the trajectory as a separate behavior cloning problem where the policy model is incentivized to match the tool call choices of the expert model. Each trajectory includes the use of tools for authentication, data lookup, servicing (i.e. booking reservations, changing them, getting discounts, etc), and more across 838… See the full description on the dataset page: https://huggingface.co/datasets/Arsh9210/Nemotron-RL-Agentic-Conversational-Tool-Use-Pivot-v1.Agent-Tool-Use-Dialogue-Open-Dataset
Open Agent RL Dataset: High Quality AI Agent | Tool Use & Function Calls | Reinforcement Learning Datasets
Github|Huggingface|Pypi | Open Source AI Agent Marketplace DeepNLP|Agent RL Dataset
DeepNLP website provides high quality, genuine, online users' request of Agent & RL datasets to help LLM foundation/SFT/Post Train to get more capable models at function call, tool use and planning. The datasets are collected and sampled
from users' requests on our various clients (Web/App/Mini… See the full description on the dataset page: https://huggingface.co/datasets/Mgmgrand420/Agent-Tool-Use-Dialogue-Open-Dataset.agent-conversations-and-tool-usemythos-tooluse-hermes-suiteqwen3-4b-0630-tooluse-eval-aligned-r32-spare-games-envs
qwen3-4B-Instruct-0630-tooluse-eval-aligned-r32 — generated environments
Environments generated by the SPARE proposer during training run
050mlekj (qwen3-4B-Instruct-0630-tooluse-eval-aligned-r32), recovered from the spare-viz durable cache.
The run's scratch directory no longer exists; this dataset is the surviving copy.
Games
456
Steps covered
21 (step 0–448)
With recovered skill
456
With hint
0
Actor / proposer model… See the full description on the dataset page: https://huggingface.co/datasets/msr-spare-1/qwen3-4b-0630-tooluse-eval-aligned-r32-spare-games-envs.indonesian-agent-tooluse
Agent Tool-Use Bahasa Indonesia 🤖
Dataset 241 contoh function-calling / tool-use berbahasa Indonesia — instruksi user natural + tool definitions + tool calls yang tepat + response.
Kenapa dataset ini ada?
Tool-calling adalah tren paling panas di HF (orca-agentinstruct 466 likes, Toucan 226, DeepScaleR 205) — tapi tidak ada satu pun dataset tool-use berbahasa Indonesia. Model lokal yang bisa panggil tool (cek cuaca, booking, cari rute) dalam bahasa Indonesia = gap… See the full description on the dataset page: https://huggingface.co/datasets/LorthGyu/indonesian-agent-tooluse.qwen3-4b-0701-tooluse-glory-kl005-spare-games-envs
qwen3-4B-Instruct-0701-tooluse-glory-kl005 — generated environments
Environments generated by the SPARE proposer during training run
ny5pjmw9 (qwen3-4B-Instruct-0701-tooluse-glory-kl005), recovered from the spare-viz durable cache.
The run's scratch directory no longer exists; this dataset is the surviving copy.
Games
450
Steps covered
22 (step 0–449)
With recovered skill
450
With hint
0
Actor / proposer model… See the full description on the dataset page: https://huggingface.co/datasets/msr-spare-1/qwen3-4b-0701-tooluse-glory-kl005-spare-games-envs.