Model Card for Model ID
Model Details
Model Description
This is the result of 3 iterations of self improvement of the model on a subset of GSM8K problems where the base Phi-2 was less confident. We utilized self consistency evaluation along with execution traces to self-select high quality self-generated samples for training without looking at the ground truth answers. This improved the base model Phi-2 accuracy by about 6% on GSM8K dataset - both the test set and the harder to solve subset of the training data.
- Developed by: Stanford University team: Artyom Shaposhnikov, Roberto Garcia, Shubhra Mishra
- Model type: [More Information Needed]
- Language(s) (NLP): Python
- License: MIT
- Finetuned from model [optional]: microsoft/phi-2
Model Sources [optional]
- Repository: https://github.com/deepbrain/CS224N
- Paper [optional]: "Self-Improvement for Math Problem-Solving in Small Language Models"
Uses
Direct Use
[More Information Needed]
Downstream Use [optional]
[More Information Needed]
Out-of-Scope Use
[More Information Needed]
Bias, Risks, and Limitations
[More Information Needed]
Recommendations
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
How to Get Started with the Model
Use the code below to get started with the model.
[More Information Needed]
Training Details
Training Data
[More Information Needed]
Training Procedure
Preprocessing [optional]
[More Information Needed]
Training Hyperparameters
- Training regime: [More Information Needed]
Speeds, Sizes, Times [optional]
[More Information Needed]
Evaluation
Testing Data, Factors & Metrics
Testing Data
[More Information Needed]
Factors
[More Information Needed]
Metrics
[More Information Needed]
Results
[More Information Needed]
Summary
Model Examination [optional]
[More Information Needed]
Environmental Impact
Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).
- Hardware Type: [More Information Needed]
- Hours used: [More Information Needed]
- Cloud Provider: [More Information Needed]
- Compute Region: [More Information Needed]
- Carbon Emitted: [More Information Needed]
Technical Specifications [optional]
Model Architecture and Objective
[More Information Needed]
Compute Infrastructure
[More Information Needed]
Hardware
[More Information Needed]
Software
[More Information Needed]
Citation [optional]
BibTeX:
[More Information Needed]
APA:
[More Information Needed]
Glossary [optional]
[More Information Needed]
More Information [optional]
[More Information Needed]
Model Card Authors [optional]
[More Information Needed]
Model Card Contact
[More Information Needed]
- Downloads last month
- 6