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JerryJJJJJ/
fake-review-detector-distilbert

Name: fake-review-detector-distilbert
Availability: InStock

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distilbert

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Fake Review Detection (DistilBERT)

Overview

This model performs fake review detection on customer reviews.

It predicts whether a review is real or fake.

The model is based on the DistilBERT transformer architecture and fine-tuned on the Deceptive Opinion dataset.

Model Details

Base model: DistilBERT
Task: Text Classification (Fake Review Detection)

Labels

LABEL_0 → Fake Review
LABEL_1 → Real Review

Dataset

Dataset used:

Deceptive Opinion Spam Dataset (deceptive-opinion.csv)

A balanced subset was used for training.

Evaluation Results

Model	Accuracy	F1 Score
DistilBERT	0.85	0.86

Usage

python

from transformers import pipeline

classifier = pipeline(
    "text-classification",
    model="JerryJJJJJ/fake-review-detector-distilbert"
)

classifier("The hotel was amazing and the staff were friendly.")