File size: 1,497 Bytes
a03a283 |
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 47 48 49 50 51 |
# Blaze (Finetuned Variant)
This model is a finetuned version of the **BLAZE** model described in the paper:
**_BLAZE: Cross‑Language and Cross‑Project Bug Localization via Dynamic Chunking and Hard Example Learning_**
DOI: [10.5281/zenodo.15122980](https://doi.org/10.5281/zenodo.15122980) :contentReference[oaicite:1]{index=1}
---
## 📘 What’s Inside
A Transformer-based bug localization model fine-tuned on additional cross-project datasets to enhance its ability to pinpoint bugs in unseen codebases.
---
## 🧪 Fine-tuning Details
- **Starting point:** Pretrained Blaze model from Zenodo.
- **Enhancements:** Further trained on a curated dataset using dynamic chunking and hard-negative sampling — all detailed in the original manuscript and accompanying code release.
---
## 🔍 Intended Usage
- **Primary task:** Automatic identification of buggy code segments across languages and projects.
- **How to use:** Load the model and feed it code snippets to receive localized bug predictions.
---
## 📄 Citation
If you use this model, please cite:
> _BLAZE: Cross‑Language and Cross‑Project Bug Localization via Dynamic Chunking and Hard Example Learning_, available at DOI: 10.5281/zenodo.15122980 :contentReference[oaicite:2]{index=2}
---
## 📁 Contents of This Repo
- `config.json`
- `pytorch_model.bin` (or `tf_model.h5`)
- `tokenizer.json` (if applicable)
- `README.md`
---
## 🛠️ Setup
```bash
pip install transformers huggingface_hub
|