Update README.md

README.md

@@ -1,3 +1,42 @@
 ---
+pipeline_tag: question-answering
+tags:
+- feature-extraction
+language:
+- en
 license: afl-3.0
 ---
+
+[Extractive Question Answering application.](https://raphaelsty.github.io/blog/template/)
+
+```python
+import re
+
+from transformers import pipeline
+
+qa = pipeline(
+    "question-answering", model="raphaelsty/carbonblog", tokenizer="raphaelsty/carbonblog"
+)
+
+def clean(document):
+    """Pre-process the document."""
+    document = re.sub("[^a-zA-Z0-9 \n\.]", " ", document)
+    document = re.sub("\s\s+", " ", document)
+    # [NONE] allows the model to handle missing components.
+    document = f"[NONE] {document.lower()}"
+    return document
+```
+
+```python
+document = clean("body: 83% nylon 17% spandex; lace: 86% nylon 14% spandex")
+```
+
+```python
+qa({"question": "What is the 1 component ?", "context": document})
+```
+
+```json
+{"score": 0.9999976754188538, "start": 32, "end": 36, "answer": "lace"}
+```
+
+