Datasets:

AmanPriyanshu
/

tool-reasoning-sft-TOOLS-hermes_reasoning_tool_use-data-cleaned-rectified

messages listlengths 4 19
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[ { "role": "system", "content": "You are a deep thinking AI, you may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution prior to answering. You should enclose your thoughts and internal monolog...
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[ { "role": "system", "content": "You are a deep thinking AI, you may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution prior to answering. You should enclose your thoughts and internal monolog...
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[ { "role": "system", "content": "You are a deep thinking AI, you may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution prior to answering. You should enclose your thoughts and internal monolog...
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[ { "role": "system", "content": "You are a deep thinking AI, you may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution prior to answering. You should enclose your thoughts and internal monolog...
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[ { "role": "system", "content": "You are a deep thinking AI, you may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution prior to answering. You should enclose your thoughts and internal monolog...
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[ { "role": "system", "content": "You are a deep thinking AI, you may use extremely long chains of thought to deeply consider the problem and deliberate with yourself via systematic reasoning processes to help come to a correct solution prior to answering. You should enclose your thoughts and internal monolog...
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Hermes Reasoning Tool Use — Cleaned & Rectified

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Aman Priyanshu

Overview

This dataset is a cleaned and restructured version of interstellarninja/hermes_reasoning_tool_use. The original dataset uses the Hermes/NousResearch multi-turn format with from/value fields and embedded <think> + <tool_call> tags inside single gpt turns. This version converts it into a strict multi-turn conversation structure with validated role transitions.

Original Dataset: interstellarninja/hermes_reasoning_tool_use Format Inspiration: SupritiVijay/dr-tulu-sft-deep-research-agent-data-cleaned-rectified

What Changed

Original Format (Hermes)

{ "from": "system", "value": "..." }
{ "from": "human", "value": "..." }
{ "from": "gpt",   "value": "<think>...</think>\n<tool_call>...</tool_call>\n<tool_call>...</tool_call>" }

New Format (Multi-Turn Validated)

- system:      Structured system prompt
- user:        Human query
- reasoning:   <think>...</think>
- tool_call:   <tool_call>{"name": "...", "arguments": {...}}</tool_call>
- tool_output: <tool_response>...</tool_response>
- reasoning:   <think>...</think>
- answer:      <answer>...</answer>

Key Fixes Applied

Consecutive reasoning → reasoning collapsed into one merged <think> block with \n
answer → reasoning → answer folded into a single reasoning → answer (old answer text prepended into think)
answer → answer merged into one unified answer
tool_output → tool_call and tool_output → answer bridged with a randomly sampled filler reasoning turn
Embedded <think> inside answer content extracted and split into proper reasoning → answer
Multi-turn conversations (answer → user) preserved as valid
49,456 of 51,004 rows passed strict transition validation (3.1% drop rate)

Valid Transitions

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

Schema

Stored as Parquet with native Arrow nested types.

Column	Type	Description
`messages`	list[struct]	Multi-turn conversation with roles: system, user, reasoning, tool_call, tool_output, answer

Acknowledgments

Built on interstellarninja/hermes_reasoning_tool_use. Structural approach inspired by Supriti Vijay's DR-TULU cleaned dataset.

License

Apache 2.0.

Citation

@misc{priyanshu2026hermescleaned,
  title={{Hermes Reasoning Tool Use: Cleaned \& Rectified}},
  author={Priyanshu, Aman},
  year={2026},
  howpublished={\url{https://huggingface.co/datasets/AmanPriyanshu/hermes_reasoning_tool_use-data-cleaned-rectified}}
}

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Size of downloaded dataset files:

103 MB

Size of the auto-converted Parquet files:

103 MB

Number of rows:

49,456

Collection including AmanPriyanshu/tool-reasoning-sft-TOOLS-hermes_reasoning_tool_use-data-cleaned-rectified

FORMAT: Tool-Use Datasets - Hermes-Reasoning-Tool-Use Format

Collection

Datasets with formats inspired by / consistent with interstellarninja/hermes_reasoning_tool_use • 25 items • Updated 7 days ago • 3