README.md

---
library_name: xpmir
---
# Runs an experiment

None

## Using the model)
The model can be loaded with [experimaestro IR](https://experimaestro-ir.readthedocs.io/en/latest/)

```py
from xpmir.models import AutoModel

# Model that can be re-used in experiments
model = AutoModel.load_from_hf_hub("xpmir/SPLADE_DistilMSE")

# Use this if you want to actually use the model
model = AutoModel.load_from_hf_hub("xpmir/SPLADE_DistilMSE", as_instance=True)
model.initialize(None)
model.rsv("walgreens store sales average", "The average Walgreens salary ranges from approximately $15,000 per year for Customer Service Associate / Cashier to $179,900 per year for District Manager...")
```

## Results
| Dataset  | AP | P@20 | RR | RR@10 | nDCG | nDCG@10 | nDCG@20  |
|----| ---|------|------|------|------|------|------|
| trec2019 | 0.5102 | 0.7360 | 0.9612 | 0.9612 | 0.7407 | 0.7300 | 0.7097 |
| msmarco_dev | 0.3623 | 0.0384 | 0.3673 | 0.3560 | 0.4870 | 0.4207 | 0.4451 |