Update README.md

README.md

@@ -76,6 +76,45 @@ Climate performance model card:
 - Non-English corpora
 - Highly informal or colloquial text
 
+Example:
+``` python
+from transformers import AutoTokenizer, AutoModelForMaskedLM, pipeline
+import torch
+
+# Load the pretrained model and tokenizer
+model_name = "P0L3/clirebert_clirevocab_uncased"
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForMaskedLM.from_pretrained(model_name)
+
+# Move model to GPU if available
+device = 0 if torch.cuda.is_available() else -1
+
+# Create a fill-mask pipeline
+fill_mask = pipeline("fill-mask", model=model, tokenizer=tokenizer, device=device)
+
+# Example input from scientific climate literature
+text = "The increase in greenhouse gas emissions has significantly affected the [MASK] balance of the Earth."
+
+# Run prediction
+predictions = fill_mask(text)
+
+# Show top predictions
+print(text)
+print(10*">")
+for p in predictions:
+    print(f"{p['sequence']} — {p['score']:.4f}")
+```
+Output:
+``` shell
+The increase in greenhouse gas emissions has significantly affected the [MASK] balance of the Earth.
+>>>>>>>>>>
+the increase in greenhouse gas ... affected the energy balance of the earth. — 0.3911
+the increase in greenhouse gas ... affected the radiative balance of the earth. — 0.2640
+the increase in greenhouse gas ... affected the radiation balance of the earth. — 0.1233
+the increase in greenhouse gas ... affected the carbon balance of the earth. — 0.0589
+the increase in greenhouse gas ... affected the ecological balance of the earth. — 0.0332
+```
+
 ## ⚠️ Limitations
 
 - Retains SciBERT’s limitations outside the scientific domain