|
--- |
|
license: openrail |
|
task_categories: |
|
- image-to-text |
|
tags: |
|
- ocr |
|
- latex-ocr |
|
- image2latex |
|
dataset_info: |
|
config_name: raw_formulas |
|
features: |
|
- name: latex_formula |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 240965616 |
|
num_examples: 1006245 |
|
download_size: 89507618 |
|
dataset_size: 240965616 |
|
configs: |
|
- config_name: raw_formulas |
|
data_files: |
|
- split: train |
|
path: raw_formulas/train-* |
|
--- |
|
|
|
# 𝑩𝑰𝑮 𝑵𝑬𝑾𝑺‼️ |
|
|
|
📮 [2𝟎2𝟒-𝟎2] We trained a formula recognition model, [𝐓𝐞𝐱𝐓𝐞𝐥𝐥𝐞𝐫](https://github.com/OleehyO/TexTeller?tab=readme-ov-file), using the latex-formulas dataset. It can convert LaTeX formulas into images and boasts **high accuracy** and **strong generalization capabilities**, covering **most formula recognition scenarios**. |
|
|
|
> For more details, please refer to the [𝐓𝐞𝐱𝐓𝐞𝐥𝐥𝐞𝐫 GitHub repository](https://github.com/OleehyO/TexTeller?tab=readme-ov-file). |
|
|
|
# Dataset Description |
|
> [中文版本](./README_zh.md) |
|
|
|
There are two datasets: **raw_formulas** and **cleaned_formulas**(This dataset has **550K formula-image pairs**). |
|
|
|
We scraped approximately 1 million LaTeX formula image-text pairs from *arxiv* that were uncleaned and without text segmentation to create the *raw_formulas* dataset. After cleaning the *raw_formulas* dataset and integrating it with the [im2latex-100K](https://zenodo.org/records/56198#.V2px0jXT6eA) dataset, we obtained the *cleaned_formulas* dataset, which has **550K** formula-image pairs. |
|
|
|
To render the images corresponding to the formulas, the following external packages are needed: |
|
* amsmath |
|
* amsfonts |
|
* amssymb |
|
* mathtools |
|
|
|
## Usage |
|
for **raw_formulas** dataset: |
|
|
|
```python |
|
from datasets import load_dataset |
|
data = load_dataset("OleehyO/latex-formulas", "raw_formulas") |
|
``` |
|
|
|
for **cleaned_formulas** dataset: |
|
```python |
|
from datasets import load_dataset |
|
data = load_dataset("OleehyO/latex-formulas", "cleaned_formulas") |
|
``` |
|
|
|
## Details About the *raw_formulas* Dataset |
|
We scraped LaTeX formulas containing the following environments: |
|
* equation |
|
* align |
|
* align* |
|
* gather |
|
* gather* |
|
|
|
The formulas do not include the following content: |
|
* \label |
|
* % |
|
* \quad |
|
* \qquad |
|
* \vspace |
|
* \hspace |
|
* \resizebox |
|
* \scalebox |
|
* \rotatebox |
|
* \parbox |
|
* \fbox |
|
* \makebox |
|
* \raisebox |
|
* \addvspace |
|
* \hfill |
|
* \vfill |
|
* \textwidth |
|
* \textheight |
|
* \rule |
|
|
|
## Preprocessing Details of the *cleaned_formulas* Dataset |
|
### Cleaning |
|
* We removed some useless junk data from both *raw_formulas* and [im2latex-100K](https://zenodo.org/records/56198#.V2px0jXT6eA). |
|
* We deleted overly complex formulas from both *raw_formulas* and [im2latex-100K](https://zenodo.org/records/56198#.V2px0jXT6eA): |
|
* Formulas were deleted if the aspect ratio of the corresponding rendered image was greater than 0.8. |
|
* Formulas with a character length greater than 200 were deleted. |
|
* In the formulas from both *raw_formulas* and [im2latex-100K](https://zenodo.org/records/56198#.V2px0jXT6eA), the following content was removed: |
|
* \tag |
|
* \text |
|
* \begin{split} |
|
* \end{split} |
|
* \nonumber |
|
* \notag |
|
* The `equation`, `equation*`, `align`, `\[...\]` environments in *raw_formulas* were all replaced with the `align*` environment. |
|
* We deleted formulas from *raw_formulas* that contained custom macros. |
|
|
