| license: apache-2.0 | |
| tags: | |
| - mtrini | |
| - ulm-v5 | |
| - reasoning | |
| - multi-lingual | |
| - synthetic-data | |
| - moe | |
| pretty_name: MUD-v5 (Universal Logic Manifold Singularity) | |
| # 🌌 ULM-v5 Singularity (MUD-Public-v5) | |
| **ULM-v5** is the ultimate evolution of the Mtrini Used Dataset series, containing **3,000,000 high-entropy samples**. | |
| ## 💎 Key Features | |
| - **Reflective Thought Traces**: Every sample includes an internal `thought_trace` and a `reflective_audit` for logical verification. | |
| - **95+ Languages**: Deep reasoning saturating global scripts and dialects. | |
| - **120+ Specialized Domains**: From Quantum Cryptography to Kernel-level exploit development. | |
| - **Max Saturation**: Target information density of 7.99999 bits/byte. | |
| ## 🛠️ Usage | |
| ```python | |
| from datasets import load_dataset | |
| ds = load_dataset("CompiwerAI/MUD-Public-v5", data_files="train.jsonl") | |
| ``` | |
| *Distributing the singularity for the advancement of Open-Source Frontier Intelligence.* |