Lumina-Math-Foundations-1B

Lumina-Math-Foundations-1B is an industrial-scale foundational mathematical reasoning dataset in Indonesian, built upon the V18.0 Adaptive OOP & Cryptographic Entropy Engine.

Key Schema Characteristics:

• Clean Text Fields (problem, step_solving, answer): 100% pure human natural language and LaTeX math without hardcoded prompt tokens.
• Adaptive Code Architecture (code, tool_calls_json): High-difficulty problems feature mandatory Enterprise @dataclass / OOP Classes, while elementary problems dynamically balance between functional snippets and classes based on os.urandom hardware entropy.
• Decoupled Tool Metadata (tool_calls_json, tool_responses_json, verification_payload): Isolated JSON strings for agentic fine-tuning and programmatic RLVR validation.