Added Model Card
Browse files
README.md
CHANGED
@@ -1,3 +1,65 @@
|
|
1 |
---
|
2 |
license: llama2
|
|
|
|
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
license: llama2
|
3 |
+
language:
|
4 |
+
- en
|
5 |
---
|
6 |
+
# Model Card for Model ID
|
7 |
+
|
8 |
+
<!-- Provide a quick summary of what the model is/does. -->
|
9 |
+
|
10 |
+
## Model Details
|
11 |
+
|
12 |
+
### Model Description
|
13 |
+
|
14 |
+
<!-- Provide a longer summary of what this model is. -->
|
15 |
+
|
16 |
+
|
17 |
+
|
18 |
+
- **Developed by:** Tomasz Limisiewicz, David Mareček, Tomáš Musil
|
19 |
+
- **Language(s) (NLP):** English
|
20 |
+
- **Adapted from model:** LLaMA 13B
|
21 |
+
|
22 |
+
### Model Sources
|
23 |
+
|
24 |
+
<!-- Provide the basic links for the model. -->
|
25 |
+
|
26 |
+
- **Repository:** [Link](github.com/tomlimi/DAMA)
|
27 |
+
- **Paper:** [Link](openreview.net/pdf?id=XIZEFyVGC9)
|
28 |
+
|
29 |
+
## Uses
|
30 |
+
|
31 |
+
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
|
32 |
+
|
33 |
+
### Direct Use
|
34 |
+
|
35 |
+
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
|
36 |
+
|
37 |
+
The model is the adapted version of LLaMA 13B for decreasing gender bias.
|
38 |
+
|
39 |
+
|
40 |
+
## Bias, Risks, and Limitations
|
41 |
+
|
42 |
+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
|
43 |
+
|
44 |
+
The model mitigates the gender bias of the original model.
|
45 |
+
Thus, it is better suited for the generation and processing of texts in sensitive domains.
|
46 |
+
|
47 |
+
|
48 |
+
|
49 |
+
## Citation
|
50 |
+
|
51 |
+
<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
|
52 |
+
|
53 |
+
**BibTeX:**
|
54 |
+
|
55 |
+
```
|
56 |
+
@inproceedings{
|
57 |
+
limisiewicz2024debiasing,
|
58 |
+
title={Debiasing Algorithm through Model Adaptation},
|
59 |
+
author={Tomasz Limisiewicz and David Mare{\v{c}}ek and Tom{\'a}{\v{s}} Musil},
|
60 |
+
booktitle={The Twelfth International Conference on Learning Representations},
|
61 |
+
year={2024},
|
62 |
+
url={https://openreview.net/forum?id=XIZEFyVGC9}
|
63 |
+
}
|
64 |
+
```
|
65 |
+
|