AMAImedia/NOESIS-1M-reasoning-router-code-math-psych-opus47-deepseek4-qwen36-gemini31-r1-gpt54

<!-- apex-banner --> <div style="background-color: #f59e0b; color: white; padding: 20px; border-radius: 10px; text-align: center; margin: 20px 0;"> <h2 style="color: white; margin: 0 0 10px 0;">⚡ Each donation funds the next large quant.</h2> <p style="font-size: 16px; margin: 0 0 15px 0;">I host free GGUF or MoE quants as independent research.<br> Local hardware: <b>Mechrevo Kuangshi GM7AG0M</b> — RTX 3060 Laptop 6GB GDDR6, 64GB DDR5, i7-12700H (14C/20T, 4.7GHz), Windows 11, Samsung 990 Pro.<br> Good for imatrix and 0.6–35B-class work in RAM. <b>9B+ and searches need rented H200/Blackwell</b>, typically $100 per quant.</p> <p style="font-size: 20px; margin: 0;"> <a href="https://boosty.to/amaimediacom" style="color: white; text-decoration: underline;">🎉 Boosty🦄</a>  |  <a href="https://donatex.gg/widgets/donation-goal/89bc59e8-b69c-467a-9aa0-5e1c3f8842d6" style="color: white; text-decoration: underline;">☕ Buy Me a Coffee🦄</a>  |  <a href="https://www.donationalerts.com/r/djbionicl" style="color: white; text-decoration: underline;">⭐ DonationAlerts🦄</a> </p> <p style="font-size: 14px; margin: 10px 0 0 0; opacity: 0.9;">💚 Thanks to Hugging Face for extra storage.🦄</p> </div>

NOESIS / AMAImedia

Released as part of the NOESIS Professional Multilingual Dubbing Automation Platform (framework: DHCF-FNO — Deterministic Hybrid Control Framework for Frozen Neural Operators).

• —Founder: Ilia Bolotnikov
• —Organization: AMAImedia.com
• —X (Twitter): @AMAImediacom
• —LinkedIn: Ilia Bolotnikov
• —Telegram: @djbionicl
• —NOESIS version: v14.1
• —Release date: 2026-09-18

NOESIS DORA SFT Dataset

Multilingual supervised fine-tuning dataset built for the NOESIS QwQ+DeepSeek-R1 MoE pipeline.

Released as part of the NOESIS Professional Multilingual Dubbing Automation Platform (framework: DHCF-FNO — Deterministic Hybrid Control Framework for Frozen Neural Operators).

• —Build date: 2026-04

Files

Format

All files are JSONL — one JSON object per line:

{"text": "User: <question>\nAssistant: <answer>"}

Records with <think>...</think> blocks contain reasoning traces from QwQ-32B / DeepSeek-R1 heritage.

Dataset composition (1M)

50k curated selection strategy

The NOESIS-50K-multilingual-...-gpt54.jsonl is sampled from the 1M with quality scoring:

Quality score (higher = selected first):

• —+3 if <think>...</think> present (reasoning trace)
• —+2 if assistant response > 2000 chars
• —+1 if assistant response > 500 chars
• —+1 if contains code (``` or def/function/class)
• —+1 if contains math (LaTeX symbols, ∑ ∫ ≤ ≥)

Language quotas (35,000 total across top-30 languages):

English high-quality pool: 15,000 records (reasoning/code/math priority)

Contributing AI models

Synthetic SFT records in this dataset were generated by or distilled from outputs of:

Intended use

This dataset is designed for:

• —DoRA SFT fine-tuning of Qwen3-based MoE models
• —Router fine-tuning (gate.weight training) for CMoE architectures
• —Multilingual instruction tuning with reasoning trace distillation

Primary target: NOESIS-QwQ-R1 pipeline (QwQ-32B + DeepSeek-R1-32B TIES merge → CMoE 16E).

License

Apache License 2.0.

Dataset composition includes records derived from:

• —Aya dataset — Apache 2.0, Cohere
• —Original NOESIS synthetic data — Apache 2.0, AMAImedia.com 2026

See LICENSE file for full terms.

HuggingFace repos

Note: HuggingFace enforces a 96-character repo ID limit. The full dataset name is encoded in the filename.

Citation

@misc{noesis_dora_dataset_2026,
  title  = {NOESIS DORA SFT Dataset — 1M multilingual instruction-tuning records},
  author = {Bolotnikov, Ilia},
  year   = {2026},
  publisher = {AMAImedia},
  url    = {https://amaimedia.com}
}