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Duplicate from prithivMLmods/Helios-R-6M

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Co-authored-by: Prithiv Sakthi <prithivMLmods@users.noreply.huggingface.co>

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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - math
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+ - code
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+ - science
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+ - thinking
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+ - biology
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+ - chemistry
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+ - art
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+ - text
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+ - seed=42
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+ - Forge
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+ - reasoning
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+ task_categories:
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+ - text-generation
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+ language:
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+ - en
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+ size_categories:
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+ - 1M<n<10M
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+ ---
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+
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+ ![1.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/jK4cfyvdP9XE_HjcNgErh.png)
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+
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+ # Helios-R-6M
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+
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+ > **Helios-R-6M** is a high-quality, compact reasoning dataset designed to strengthen multi-step problem solving across mathematics, computer science, and scientific inquiry. While the dataset covers a range of disciplines, math constitutes the largest share of examples and drives the reasoning complexity.
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+
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+ ---
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+
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+ ## Quick Start with Hugging Face Datasets🤗
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+
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+ ```py
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+ pip install -U datasets
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+ ```
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+
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+ ```py
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("prithivMLmods/Helios-R-6M", split="train")
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+ ```
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+
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+ ---
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+
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+ ## Overview
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+
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+ * **Total Samples**: \~6,186,188
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+ * **Split**: `train` only
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+ * **Languages**: English
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+ * **Format**: Apache Arrow (auto-converted to Parquet)
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+ * **License**: Apache-2.0
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+ * **Tags**: `math`, `code`, `science`, `reasoning`, `thinking`, `cot`
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+
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+ ## Highlights
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+
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+ * Focused on generating thoughtful, chain-of-thought solutions with logical progression and clarity.
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+ * Includes both formal mathematical problems and abstract scientific or logical challenges.
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+ * Suitable for model pretraining and fine-tuning in STEM and reasoning-intensive domains.
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+
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+ ## Dataset Structure
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+
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+ Each sample in the dataset includes:
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+
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+ * **`problem`** (string): A question or prompt from math, science, logic, or coding.
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+ * **`solution`** (string): A structured, step-by-step reasoning trace usually starting with `<think>`, simulating an instructive problem-solving mindset.
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+
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+ ---
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+
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+ ## Source & Derivation
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+
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+ Helios-R-6M is a refined and optimized blend derived from:
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+
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+ * [prithivMLmods/Poseidon-Reasoning-5M](https://huggingface.co/datasets/prithivMLmods/Poseidon-Reasoning-5M)
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+ * [glaiveai/reasoning-v1-20m](https://huggingface.co/datasets/glaiveai/reasoning-v1-20m)
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+ * [prithivMLmods/Open-Omega-Explora-2.5M](https://huggingface.co/datasets/prithivMLmods/Open-Omega-Explora-2.5M)
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+ * Additional custom modular problems curated and contributed by **prithivMLmods**
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+
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+ This combination allows for both depth and breadth across technical and academic disciplines, with special attention to multi-domain reasoning performance.
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+
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+ ## License
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+
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+ Apache License 2.0
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