Model Card for Model ID
This finetuned model has been created as part of an experiment for finetuning LLMs on user search behavior signals to predict usefulness labels. The finetuning has been conducted on the dataset THUIR KDD'19 and details of the paper can be found in our paper 'LLM-Driven Usefulness Labeling for IR Evaluation': https://arxiv.org/abs/2503.08965.
Model Details
Model Description
This is the model card of a 馃 transformers model that has been pushed on the Hub. This model card has been automatically generated.
- Developed by: Mouly Dewan (University of Washington)
- Shared by: Mouly Dewan
- Model name: Llama-3.1-8B-Instruct-Finetuned-THUIR
- Base model: Meta-Llama-3.1-8B-Instruct
Model Sources
- Repository: https://github.com/moulydewan/usefulness_finetune
- Paper: https://arxiv.org/abs/2503.08965
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]
Mouly Dewan
Model Card Contact
[More Information Needed]
- Downloads last month
- 39