|
--- |
|
language: "en" |
|
tags: |
|
- buy-intent |
|
- sell-intent |
|
- consumer-intent |
|
widget: |
|
- text: "Can you please share pictures for Face Shields ? We are looking for large quantity pcs" |
|
--- |
|
# Buy vs Sell Intent Classifier |
|
| Train Loss | Validation Acc.| Test Acc.| |
|
| ------------- |:-------------: | -----: | |
|
| 0.013 | 0.988 | 0.992 | |
|
|
|
# Sample Intents for Testings |
|
LABEL_0 => **"SELLING_INTENT"** <br/> |
|
LABEL_1 => **"BUYING_INTENT"** |
|
|
|
## Buying Intents |
|
- I am interested in this style of PGN-ES-D-6150 /Direct drive energy saving servo motor price and in doing business with you. Could you please send me the quotation |
|
- Hi, I am looking for a supplier of calcium magnesium carbonate fertilizer. Can you send 1 bag sample via air freight to the USA? |
|
- I am looking for the purple ombre dress with floral bodice in a size 12 for my wedding in June this year |
|
- we are interested in your Corned Beef. do you have any quality assurance certificates? looking forward to hearing from you. |
|
- I would like to know if pet nail clippers are of high quality. And if you would send a free sample? |
|
|
|
## Selling Intents |
|
- Black full body massage chair for sale. |
|
- Boiler over 7 years old |
|
- Polyester trousers black, size 24. |
|
- Oliver Twist £1, German Dictionary 50p (Cold War s0ld), Penguin Plays £1, post by arrangement. The bundle price is £2. Will separate (Twelfth Night and Sketch B&W Sold) |
|
- Brand new Royal Doulton bone China complete Dinner Service comprising 55 pieces including coffee pot and cups. (6 PLACE SETTING) ! 'Diana' design delicate pattern. |
|
|
|
|
|
## Usage in Transformers |
|
|
|
```python |
|
from transformers import AutoTokenizer, AutoModelForSequenceClassification |
|
|
|
tokenizer = AutoTokenizer.from_pretrained("obsei-ai/sell-buy-intent-classifier-bert-mini") |
|
|
|
model = AutoModelForSequenceClassification.from_pretrained("obsei-ai/sell-buy-intent-classifier-bert-mini") |
|
``` |
|
|
|
## <p style='color:red'>Due to the privacy reasons, I unfortunately can't share the dataset and its splits.</p> |
