File size: 1,124 Bytes
7727138 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 | ---
language:
- en
tags:
- topic-modeling
- story-generation
- nlp
- pytorch
license: mit
---
# TopicNet-TopNet Integrated Model
Unified Framework for Semantic Graph-Guided Topic Discovery and Neural Topic-Driven Story Generation
## Model Architecture
- **TopicNet**: Semantic graph-guided topic discovery with LSTM encoder
- **TopNet**: Neural topic-driven story generation with cross-modal attention
- **Cross-Modal Attention**: Aligns topic discovery with story generation
## Training Results
- Topic Loss: ~2.996
- Story Loss: ~9.211
- Trained on NVIDIA V100 GPU
- 20 epochs, 200 batches/epoch
## Usage
```python
from transformers import AutoModel, AutoTokenizer
model = AutoModel.from_pretrained("your-username/topicnet-topnet-integrated")
tokenizer = AutoTokenizer.from_pretrained("your-username/topicnet-topnet-integrated")
```
## Citation
```bibtex
@article{topicnet_topnet_2024,
title={Unified Framework for Semantic Graph-Guided Topic Discovery and Neural Topic-Driven Story Generation},
author={Your Name},
journal={arXiv preprint},
year={2024}
}
```
|