|
|
--- |
|
|
license: mit |
|
|
datasets: |
|
|
- code_search_net |
|
|
language: |
|
|
- en |
|
|
- code |
|
|
library_name: TraceBERT |
|
|
--- |
|
|
# Model Information |
|
|
|
|
|
<!-- Provide a quick summary of what the model is/does. --> |
|
|
|
|
|
This model is a Java-only version of the [CodeBERT-model](https://huggingface.co/microsoft/codebert-base), trained using the [TraceBERT library](https://github.com/jinfenglin/TraceBERT). |
|
|
|
|
|
We initialized the model with the original CodeBERT-base and then again trained only on the Java part of the dataset. |
|
|
|
|
|
The model was used for predicting trace links between software architecture documentation and Java source code on [traceability link recovery benchmarks](https://github.com/ArDoCo/Benchmark). |
|
|
|
|
|
### Training Data |
|
|
|
|
|
<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
|
|
|
|
|
The original CodeBERT-base model is again trained on the Java-based bi-modal data (documents & code) of [CodeSearchNet](https://huggingface.co/datasets/code_search_net). |
|
|
|
|
|
### Usages |
|
|
|
|
|
For TLR usage scenarios please take a look at our [replication package](https://github.com/ArDoCo/Replication-Package-ICSE24_Recovering-Trace-Links-Between-Software-Documentation-And-Code). |
|
|
|
|
|
### Reference |
|
|
1. [CodeBERT-base model](https://huggingface.co/microsoft/codebert-base) |
|
|
2. [TraceBERT library](https://github.com/jinfenglin/TraceBERT) |
|
|
3. [Replication Package](https://github.com/ArDoCo/Replication-Package-ICSE24_Recovering-Trace-Links-Between-Software-Documentation-And-Code) |
|
|
|
|
|
### Citation |
|
|
```bibtex |
|
|
@inproceedings{keim_recovering_2024, |
|
|
author = {Keim, Jan and Corallo, Sophie and Fuchß, Dominik and Hey, Tobias and Telge, Tobias and Koziolek, Anne}, |
|
|
year = {2024}, |
|
|
title = {Recovering Trace Links Between Software Documentation And Code}, |
|
|
eventtitle = {46th International Conference on Software Engineering}, |
|
|
eventtitleaddon = {ICSE 2024}, |
|
|
eventdate = {2024-04-14/2024-04-20}, |
|
|
venue = {Lissabon, Portugal}, |
|
|
booktitle = {Proceedings of 46th International Conference on Software Engineering (ICSE 2024)}, |
|
|
isbn = {979-8-4007-0217-4}, |
|
|
doi = {10.1145/3597503.3639130}, |
|
|
keywords = {software traceability, software architecture, documentation, transitive links, intermediate artifacts, information retrieval}, |
|
|
language = {english} |
|
|
} |
|
|
``` |
