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@@ -7,6 +7,15 @@ license: openrail
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  pipeline_tag: text-generation
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  ---
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  **Overview**
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  MathT5-base is a version of T5-base (_not FLAN-T5_) that is fine-tuned for 25 epochs on 15K (LaTeX) synthetic mathematical derivations (containing 5 - 9 equations), that were generated using a symbolic solver (SymPy). Paper available soon.
@@ -18,13 +27,4 @@ MathT5-base is a version of T5-base (_not FLAN-T5_) that is fine-tuned for 25 ep
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  then derive - \\sin{(q)} = \\frac{d}{d q} \\theta{(q)},
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  then obtain (- \\sin{(q)})^{q} (\\frac{d}{d q} \\cos{(q)})^{q} = (- \\sin{(q)})^{2 q}"```
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- Output derivations are equations separated by "and".
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-
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- **To use MathT5 easily:**
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-
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- 1. Download ```MathT5.py``` to your working directory.
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- 2. ```from MathT5 import load_model, inference```
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- 3. ```tokenizer, model = load_model("jmeadows17/MathT5-base")```
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- 4. ```inference(prompt, tokenizer, model)```
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-
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- ```MathT5.pretty_print(text, prompt=True)``` makes prompts and outputs (```prompt=False```) easier to read.
 
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  pipeline_tag: text-generation
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  ---
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+ **To use MathT5 easily:**
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+
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+ 1. Download ```MathT5.py``` to your working directory.
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+ 2. ```from MathT5 import load_model, inference```
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+ 3. ```tokenizer, model = load_model("jmeadows17/MathT5-base")```
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+ 4. ```inference(prompt, tokenizer, model)```
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+
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+ ```MathT5.pretty_print(text, prompt=True)``` makes prompts and outputs (```prompt=False```) easier to read.
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+
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  **Overview**
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  MathT5-base is a version of T5-base (_not FLAN-T5_) that is fine-tuned for 25 epochs on 15K (LaTeX) synthetic mathematical derivations (containing 5 - 9 equations), that were generated using a symbolic solver (SymPy). Paper available soon.
 
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  then derive - \\sin{(q)} = \\frac{d}{d q} \\theta{(q)},
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  then obtain (- \\sin{(q)})^{q} (\\frac{d}{d q} \\cos{(q)})^{q} = (- \\sin{(q)})^{2 q}"```
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+ Output derivations are equations separated by "and".