---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# BERTopic_ArXiv

This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. 
BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. 

## Usage 

To use this model, please install BERTopic:

```
pip install -U bertopic
```

You can use the model as follows:

```python
from bertopic import BERTopic
topic_model = BERTopic.load("shantanudave/BERTopic_ArXiv")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 18
* Number of training documents: 8526

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| 0 | payment - pay - card - bank - money | 742 | Payment Issues Detection | 
| 1 | load - slow - search - article - doesnt | 705 | Slow Search Function | 
| 2 | clothes - clothing - size - fashion - large size | 683 | Large Size Quality Clothing | 
| 3 | bon -  -  -  -  | 668 | bon documents collection | 
| 4 | clear - intuitive - clear easy - recommend - selection | 665 | Easy Clear Navigation | 
| 5 |  -  -  -  -  | 649 | Keyword-Driven Document Analysis | 
| 6 | shopping - staff - friendly - store - satisfy | 578 | Friendly staff satisfaction | 
| 7 | delivery - fast delivery - fast - shipping - ship | 563 | Fast Delivery Quality | 
| 8 | cart - shop cart - log - password - add | 548 | Shopping Cart Issues | 
| 9 | easy use - easy - use - use easy - quick easy | 531 | Quick & Easy Solutions | 
| 10 | awesome - excellent - think - clearly - phenomenal | 462 | Really Phenomenal Clear Thinking | 
| 11 | quality - price - quality quality - price quality - comfortable | 454 | Excellent Quality Price | 
| 12 | work work - work - work quickly - flawlessly - work flawlessly | 390 | Efficient Flawless Work | 
| 13 | super super - super - superb - superb super - super friendly | 349 | Superb Friendly Coat | 
| 14 | really simple - ra - solve problem - control - satisfied easy | 145 | User-Friendly Problem Solver | 
| 15 | clear clear - clear - fast clear - clear fast - super clear | 144 | Clear and Transparent Working | 
| 16 | discover - stuff good - stuff - fact - clearly | 129 | Discovering Interesting Facts | 
| 17 | satisfied - satisfaction - totally satisfied - satisfied good - completely satisfied | 121 | Utmost Satisfaction |
  
</details>

## Training hyperparameters

* calculate_probabilities: True
* language: None
* low_memory: False
* min_topic_size: 10
* n_gram_range: (1, 1)
* nr_topics: None
* seed_topic_list: None
* top_n_words: 10
* verbose: True
* zeroshot_min_similarity: 0.7
* zeroshot_topic_list: None

## Framework versions

* Numpy: 1.23.5
* HDBSCAN: 0.8.33
* UMAP: 0.5.5
* Pandas: 1.3.5
* Scikit-Learn: 1.4.1.post1
* Sentence-transformers: 2.6.1
* Transformers: 4.39.3
* Numba: 0.59.1
* Plotly: 5.20.0
* Python: 3.10.13