mihaimasala
commited on
Commit
•
042903a
1
Parent(s):
cd03dec
Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,109 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: cc-by-nc-4.0
|
3 |
+
language:
|
4 |
+
- ro
|
5 |
+
---
|
6 |
+
|
7 |
+
# Model Card for Model ID
|
8 |
+
|
9 |
+
<!-- Provide a quick summary of what the model is/does. -->
|
10 |
+
|
11 |
+
RoLlama3 is a family of pretrained and fine-tuned generative text models for Romanian. This is the repository for the **instruct 7B model**. Links to other models can be found at the bottom of this page.
|
12 |
+
|
13 |
+
## Model Details
|
14 |
+
|
15 |
+
### Model Description
|
16 |
+
|
17 |
+
<!-- Provide a longer summary of what this model is. -->
|
18 |
+
OpenLLM-Ro represents the first open-source effort to build a LLM specialized for Romanian. OpenLLM-Ro developed and publicly releases a collection of Romanian LLMs, both in the form of foundational model and instruct and chat variants.
|
19 |
+
|
20 |
+
|
21 |
+
- **Developed by:** OpenLLM-Ro
|
22 |
+
<!-- - **Funded by [optional]:** [More Information Needed] -->
|
23 |
+
<!-- - **Shared by [optional]:** [More Information Needed] -->
|
24 |
+
<!-- - **Model type:** [More Information Needed] -->
|
25 |
+
- **Language(s):** Romanian
|
26 |
+
- **License:** cc-by-nc-4.0
|
27 |
+
- **Finetuned from model:** [Meta-Llama-3-8B](https://huggingface.co/meta-llama/Meta-Llama-3-8B)
|
28 |
+
|
29 |
+
|
30 |
+
### Model Sources
|
31 |
+
|
32 |
+
<!-- Provide the basic links for the model. -->
|
33 |
+
|
34 |
+
- **Repository:** https://github.com/OpenLLM-Ro/llama-recipes
|
35 |
+
- **Paper:** https://arxiv.org/abs/2406.18266
|
36 |
+
|
37 |
+
## Intended Use
|
38 |
+
|
39 |
+
### Intended Use Cases
|
40 |
+
|
41 |
+
RoLlama3 is intented for research use in Romanian. Base models can be adapted for a variety of natural language tasks while instruction and chat tuned models are intended for assistant-like chat.
|
42 |
+
|
43 |
+
### Out-of-Scope Use
|
44 |
+
|
45 |
+
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
|
46 |
+
|
47 |
+
Use in any manner that violates the license, any applicable laws or regluations, use in languages other than Romanian.
|
48 |
+
|
49 |
+
|
50 |
+
|
51 |
+
## How to Get Started with the Model
|
52 |
+
|
53 |
+
Use the code below to get started with the model.
|
54 |
+
|
55 |
+
```python
|
56 |
+
from transformers import AutoTokenizer, AutoModelForCausalLM
|
57 |
+
|
58 |
+
tokenizer = AutoTokenizer.from_pretrained("OpenLLM-Ro/RoLlama3-8b-Instruct")
|
59 |
+
model = AutoModelForCausalLM.from_pretrained("OpenLLM-Ro/RoLlama3-8b-Instruct")
|
60 |
+
|
61 |
+
instruction = "Ce jocuri de societate pot juca cu prietenii mei?"
|
62 |
+
chat = [
|
63 |
+
{"role": "system", "content": "Ești un asistent folositor, respectuos și onest. Încearcă să ajuți cât mai mult prin informațiile oferite, excluzând răspunsuri toxice, rasiste, sexiste, periculoase și ilegale."},
|
64 |
+
{"role": "user", "content": instruction},
|
65 |
+
]
|
66 |
+
prompt = tokenizer.apply_chat_template(chat, tokenize=False, system_message="")
|
67 |
+
|
68 |
+
inputs = tokenizer.encode(prompt, add_special_tokens=False, return_tensors="pt")
|
69 |
+
outputs = model.generate(input_ids=inputs, max_new_tokens=128)
|
70 |
+
print(tokenizer.decode(outputs[0]))
|
71 |
+
```
|
72 |
+
|
73 |
+
## Benchmarks
|
74 |
+
|
75 |
+
| Model | Average | ARC | MMLU |Winogrande|HellaSwag | GSM8k |TruthfulQA|
|
76 |
+
|--------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:--------:|:--------:|
|
77 |
+
| Llama-3-8B-Instruct| 50.15 | 43.73 | 49.02 | 59.35 | 53.16 | **44.12** | 51.52 |
|
78 |
+
| *RoLlama3-8b-Instruct* | ***50.61*** | ***44.66*** | ***52.19*** | ***67.58*** | ***57.65*** | *30.20* | ***51.39*** |
|
79 |
+
|
80 |
+
|
81 |
+
|
82 |
+
|
83 |
+
## MT-Bench
|
84 |
+
|
85 |
+
| Model | Average | 1st turn | 2nd turn |
|
86 |
+
|--------------------|:--------:|:--------:|:--------:|
|
87 |
+
| Llama-3-8B-Instruct | **5.92** | **6.36** | **5.49** |
|
88 |
+
| *RoLlama3-8b-Instruct*| *5.28* |*6.10*| *4.45* |
|
89 |
+
|
90 |
+
|
91 |
+
## RoGemma Model Family
|
92 |
+
|
93 |
+
| Model | Link |
|
94 |
+
|--------------------|:--------:|
|
95 |
+
|*RoLlama3-7b-Instruct*| [link](https://huggingface.co/OpenLLM-Ro/RoLlama3-8b-Instruct) |
|
96 |
+
|
97 |
+
|
98 |
+
<!--
|
99 |
+
## Citation
|
100 |
+
|
101 |
+
If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section.
|
102 |
+
|
103 |
+
**BibTeX:**
|
104 |
+
|
105 |
+
[More Information Needed]
|
106 |
+
|
107 |
+
**APA:**
|
108 |
+
|
109 |
+
[More Information Needed] -->
|