File size: 1,192 Bytes
fc21f63
 
 
588c12a
 
 
 
 
 
 
fc21f63
 
588c12a
fc21f63
588c12a
fc21f63
 
 
 
 
588c12a
 
 
fc21f63
588c12a
 
fc21f63
 
 
 
 
588c12a
 
fc21f63
 
 
 
 
588c12a
fc21f63
 
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
---
library_name: peft
base_model: Qwen/Qwen1.5-0.5B-Chat
language:
- en
pipeline_tag: text-generation
tags:
- chat
widget:
- text: "What is the sum of the first 10 positive integers?"
---

# Qwen1.5-0.5B-Chat with EPFL DPO fine-tuning

Qwen1.5-0.5B-Chat DPO fine-tuned on open-ended and multiple choice questions from different EPFL courses and the Orca Math dataset that consists of ~200K grade school math word problems.

## Model Details

### Model Description

The model was developed during the course Modern Natural Language Processing (CS-552). 
Its aim is to fine-tune the base model (Qwen/Qwen1.5-0.5B-Chat) to accurately 
answer open-ended and multiple-choice questions from various EPFL courses and Orca Math dataset.

- **Developed by:** Emma Lise Boehly, Ahmed Aziz Ben Haj Hmida and Jan Kokla
- **Finetuned from model:** Qwen/Qwen1.5-0.5B-Chat

## Training Details

### Training Data

HuggingFace dataset : microsoft/orca-math-word-problems-200k
The EPFL dataset is not publicly available.

### Training Procedure

#### Training Hyperparameters

- **Training regime:** cDPO with bf16 mixed precision, $\beta=0.2$, $lr=3 \times 10^{-6}$, and $label_smoothing=0.2$

- PEFT 0.10.0