Morphy-Math-1.5B is the third model in the Morphy lineup developed by the Moolvylabs team. Unlike previous text-focused versions, this model has undergone selective, highly targeted fine-tuning on complex advanced academic datasets. It is fully optimized for exceptional performance in higher sciences while remaining lightweight enough to run locally on consumer-grade hardware.


✨ Strengths (What the model excels at)

  • 🧮 Higher Mathematics & Calculus — outstanding performance in solving university-level limits, improper integrals, derivatives, and infinite series step-by-step using strict Chain of Thought (CoT).
  • 📐 Linear Algebra & Differential Equations — effortlessly handles non-linear differential equations (such as Bernoulli equations), spectral theorems, matrix eigenvalues, and eigenvectors.
  • ⚛️ Quantum Computing & Physics — natively understands advanced physics, Dirac bra-ket notations, Pauli operators, and complex quantum state transformations.

⚠️ Important Features and Limitations (Disclaimer)

Since this model is deployed across various quantization formats to support low-end hardware, please keep the following nuances in mind:

  • 🔬 Model Quantization Impact: The full FP16 and Q8_0 versions retain near 100% of the model's complex reasoning logic. However, aggressive bit-compression variants (Q4_K_M / Q5_K_M) may occasionally exhibit minor logical degradation or index confusion on highly abstract, multi-variable academic equations (e.g., advanced tensor calculus).
  • 🌐 Language Nuance: For maximum accuracy in complex symbolic formulas and advanced scientific notations, prompting the model in English is highly recommended.

🛠️ Technical Specifications

Parameter Value
Name Morphy-Math-1.5B
Generation Third model in the family
Base Model Qwen2.5-Math-1.5B-Instruct
Data Type Custom Higher Mathematics & Quantum Physics Paks
Purpose Advanced Calculus / Tensor Analysis / Symbolic Reasoning
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Safetensors
Model size
2B params
Tensor type
BF16
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