ULM-v5 is the ultimate evolution of the Mtrini Used Dataset series, containing 3,000,000 high-entropy samples.
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:⦠See the full description on the dataset page:
https://huggingface.co/datasets/CompiwerAI/MUD-Public-v5.