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| license: apache-2.0 |
| base_model: qwen2.5-math-1.5b |
| tags: |
| - text-generation |
| - mathematics |
| - physics |
| - morphy |
| - moolvylabs |
| language: |
| - en |
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| **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. |
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| ## ✨ Strengths (What the model excels at) |
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| * 🧮 **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. |
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| ## ⚠️ Important Features and Limitations (Disclaimer) |
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| Since this model is deployed across various quantization formats to support low-end hardware, please keep the following nuances in mind: |
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| * 🔬 **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. |
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| ## 🛠️ Technical Specifications |
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| | 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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