Update README.md
Browse files
README.md
CHANGED
|
@@ -2,42 +2,42 @@
|
|
| 2 |
language: en
|
| 3 |
license: apache-2.0
|
| 4 |
tags:
|
|
|
|
|
|
|
| 5 |
- url-classification
|
| 6 |
- text-classification
|
| 7 |
-
- distilbert
|
| 8 |
-
- web-mining
|
| 9 |
- nlp
|
|
|
|
| 10 |
- seo
|
| 11 |
-
- crawler
|
| 12 |
datasets:
|
| 13 |
- ruggsea/infini-news-corpus
|
| 14 |
-
metrics:
|
| 15 |
-
- accuracy
|
| 16 |
pipeline_tag: text-classification
|
| 17 |
---
|
| 18 |
|
| 19 |
-
# π URL Content vs Section Classifier (DistilBERT)
|
| 20 |
|
| 21 |
-
This model
|
| 22 |
|
| 23 |
-
- **content** β A specific article, blog post, or news story
|
| 24 |
- **section** β A category page, listing page, or homepage/navigation page
|
| 25 |
|
| 26 |
-
It is
|
| 27 |
|
| 28 |
---
|
| 29 |
|
| 30 |
-
#
|
| 31 |
|
| 32 |
-
This model is
|
| 33 |
|
| 34 |
π **:contentReference[oaicite:0]{index=0}**
|
| 35 |
|
| 36 |
-
|
|
|
|
|
|
|
| 37 |
|
| 38 |
---
|
| 39 |
|
| 40 |
-
#
|
| 41 |
|
| 42 |
-
##
|
| 43 |
-
A
|
|
|
|
| 2 |
language: en
|
| 3 |
license: apache-2.0
|
| 4 |
tags:
|
| 5 |
+
- distilbert
|
| 6 |
+
- fine-tuned
|
| 7 |
- url-classification
|
| 8 |
- text-classification
|
|
|
|
|
|
|
| 9 |
- nlp
|
| 10 |
+
- web-mining
|
| 11 |
- seo
|
|
|
|
| 12 |
datasets:
|
| 13 |
- ruggsea/infini-news-corpus
|
|
|
|
|
|
|
| 14 |
pipeline_tag: text-classification
|
| 15 |
---
|
| 16 |
|
| 17 |
+
# π URL Content vs Section Classifier (Fine-tuned DistilBERT)
|
| 18 |
|
| 19 |
+
This model is a **fine-tuned version of DistilBERT** designed to classify web URLs into two categories:
|
| 20 |
|
| 21 |
+
- **content** β A specific page such as an article, blog post, or news story
|
| 22 |
- **section** β A category page, listing page, or homepage/navigation page
|
| 23 |
|
| 24 |
+
It is optimized for **web crawling, URL filtering, and content extraction pipelines**.
|
| 25 |
|
| 26 |
---
|
| 27 |
|
| 28 |
+
# π§ Model Description
|
| 29 |
|
| 30 |
+
This model is fine-tuned from:
|
| 31 |
|
| 32 |
π **:contentReference[oaicite:0]{index=0}**
|
| 33 |
|
| 34 |
+
DistilBERT is a compressed version of BERT that retains strong language understanding capabilities while being lightweight and fast.
|
| 35 |
+
|
| 36 |
+
In this project, it is adapted to learn **structural patterns in URLs** rather than natural language sentences.
|
| 37 |
|
| 38 |
---
|
| 39 |
|
| 40 |
+
# π Task Definition
|
| 41 |
|
| 42 |
+
## Input
|
| 43 |
+
A raw URL string:
|