Update README.md

README.md

@@ -44,54 +44,11 @@ This is a [SpanMarker](https://github.com/tomaarsen/SpanMarkerNER) model that ca
 from span_marker import SpanMarkerModel
 
 # Download from the 🤗 Hub
-model = SpanMarkerModel.from_pretrained("span_marker_model_id")
-# Run inference
+model = SpanMarkerModel.from_pretrained("iahlt/xlm-roberta-base-ar-ner-flat")
 entities = model.predict("None")
+print(entities)
 ```
 
-### Downstream Use
-You can finetune this model on your own dataset.
-
-<details><summary>Click to expand</summary>
-
-```python
-from span_marker import SpanMarkerModel, Trainer
-
-# Download from the 🤗 Hub
-model = SpanMarkerModel.from_pretrained("span_marker_model_id")
-
-# Specify a Dataset with "tokens" and "ner_tag" columns
-dataset = load_dataset("conll2003") # For example CoNLL2003
-
-# Initialize a Trainer using the pretrained model & dataset
-trainer = Trainer(
-    model=model,
-    train_dataset=dataset["train"],
-    eval_dataset=dataset["validation"],
-)
-trainer.train()
-trainer.save_model("span_marker_model_id-finetuned")
-```
-</details>
-
-<!--
-### Out-of-Scope Use
-
-*List how the model may foreseeably be misused and address what users ought not to do with the model.*
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-<!--
-## Bias, Risks and Limitations
-
-*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
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-### Recommendations
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-
 ## Training Details
 
 ### Framework Versions
@@ -105,6 +62,7 @@ trainer.save_model("span_marker_model_id-finetuned")
 ## Citation
 
 ### BibTeX
+
 ```
 @software{Aarsen_SpanMarker,
     author = {Aarsen, Tom},
@@ -113,21 +71,3 @@ trainer.save_model("span_marker_model_id-finetuned")
     url = {https://github.com/tomaarsen/SpanMarkerNER}
 }
 ```
-
-<!--
-## Glossary
-
-*Clearly define terms in order to be accessible across audiences.*
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-## Model Card Authors
-
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