Update README.md
Browse files
README.md
CHANGED
@@ -1,3 +1,62 @@
|
|
1 |
---
|
|
|
|
|
2 |
license: apache-2.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
+
language:
|
3 |
+
- en
|
4 |
license: apache-2.0
|
5 |
+
base_model:
|
6 |
+
- mistralai/Mistral-7B-v0.1
|
7 |
+
datasets:
|
8 |
+
- HuggingFaceH4/ultrafeedback_binarized
|
9 |
+
pipeline_tag: text-generation
|
10 |
+
model-index:
|
11 |
+
- name: Mistral-ORPO-⍺
|
12 |
+
results:
|
13 |
+
- task:
|
14 |
+
type: text-generation
|
15 |
+
dataset:
|
16 |
+
name: AlpacaEval 1
|
17 |
+
type: AlpacaEval
|
18 |
+
metrics:
|
19 |
+
- type: AlpacaEval 1.0
|
20 |
+
value: 87.92%
|
21 |
+
name: Win Rate
|
22 |
+
- type: AlpacaEval 2.0
|
23 |
+
value: 11.33%
|
24 |
+
name: Win Rate
|
25 |
+
source:
|
26 |
+
url: https://github.com/tatsu-lab/alpaca_eval
|
27 |
+
name: self-reported
|
28 |
+
- task:
|
29 |
+
type: text-generation
|
30 |
+
dataset:
|
31 |
+
name: MT-Bench
|
32 |
+
type: MT-Bench
|
33 |
+
metrics:
|
34 |
+
- type: MT-Bench
|
35 |
+
value: 7.23
|
36 |
+
name: Score
|
37 |
+
source:
|
38 |
+
url: https://github.com/lm-sys/FastChat/blob/main/fastchat/llm_judge/
|
39 |
+
name: self-reported
|
40 |
---
|
41 |
+
# **Mistral-ORPO-⍺ (7B)**
|
42 |
+
|
43 |
+
**Mistral-ORPO** is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) using the *odds ratio preference optimization (ORPO)*. With ORPO, the model directly learns the preference without the supervised fine-tuning warmup phase. **Mistral-ORPO-⍺** is fine-tuned exclusively on [HuggingFaceH4/ultrafeedback_binarized](https://huggingface.co/datasets/HuggingFaceH4/ultrafeedback_binarized).
|
44 |
+
|
45 |
+
## Model Performance
|
46 |
+
|
47 |
+
|Model Name|Size|Align|MT-Bench|AlpacaEval 1.0|AlpacaEval 2.0|
|
48 |
+
|:--------|:--------------:|:--------------:|:-------------------:|:------------:|:------------:|
|
49 |
+
|**Mistral-<tt>ORPO</tt>-⍺**|7B|<tt>ORPO</tt>|7.23|87.92|11.33|
|
50 |
+
|**Mistral-<tt>ORPO</tt>-β**|7B|<tt>ORPO</tt>|7.32|91.41|12.20|
|
51 |
+
|Zephyr β |7B|DPO|7.34|90.60|10.99|
|
52 |
+
|TULU-2-DPO |13B|DPO|7.00|89.5|10.12|
|
53 |
+
|Llama-2-Chat |7B|RLHF|6.27|71.37|4.96|
|
54 |
+
|Llama-2-Chat |13B|RLHF|6.65|81.09|7.70|
|
55 |
+
|
56 |
+
|
57 |
+
## Chat Template
|
58 |
+
```
|
59 |
+
<|user|>
|
60 |
+
Hi! How are you doing?</s>
|
61 |
+
<|assistant|>
|
62 |
+
```
|