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---
library_name: transformers
license: llama3.1
datasets:
- phatvo/hotpotqa-raft-dev-100
metrics:
- f1
- exact_match
pipeline_tag: text-generation
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
LORA adapters of `meta-llama/Meta-Llama-3.1-8B-Instruct`, trained on 100 context samples from the HotpotQA dataset using the RAFT method, enable the model to better reason through the context and return more accurate outcomes.
### Evaluation
Evaluated on FULL validation set of HotpotQA.
| type | exatch_match| f1 | precision | recall |
|--------------|-------------|------------|---------------|---------|
| pretrained | 0.2980 | 0.3979 | 0.4116 | 0.5263 |
| finetuned | 0.3606 | **0.4857** | 0.4989 | 0.5318 |
Finetuned version increases **22% on F1 and 15% on average** |