Update README.md

README.md

@@ -40,4 +40,28 @@ The environmental-claims model is fine-tuned on the [EnvironmentalClaims](https:
   url = {https://arxiv.org/abs/2209.00507},
   publisher = {arXiv},
 }
+```
+
+## How to use
+
+```python
+from transformers import AutoModelForSequenceClassification, AutoTokenizer, pipeline
+from transformers.pipelines.pt_utils import KeyDataset
+import datasets
+from tqdm.auto import tqdm
+
+dataset_name = "climatebert/environmental_claims"
+model_name = "climatebert/environmental-claims"
+
+# If you want to use your own data, simply load them as 🤗 Datasets dataset, see https://huggingface.co/docs/datasets/loading
+dataset = datasets.load_dataset(dataset_name, split="test")
+
+model = AutoModelForSequenceClassification.from_pretrained(model_name)
+tokenizer = AutoTokenizer.from_pretrained(model_name, max_len=512)
+
+pipe = pipeline("text-classification", model=model, tokenizer=tokenizer, device=0)
+
+# See https://huggingface.co/docs/transformers/main_classes/pipelines#transformers.pipeline
+for out in tqdm(pipe(KeyDataset(dataset, "text"), padding=True, truncation=True)):
+   print(out)
 ```