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Fernandosr85/adaption-job-scam-detection

This dataset is a remastered version prepared using Adaption's Adaptive Data platform. adaption-job_scam_detection This dataset contains pairs of job advertisement prompts and binary classifications indicating whether each posting is legitimate or fraudulent. The samples include detailed company profiles, job descriptions, and requirements used to train models for identifying employment scams. Each entry is formatted as a prompt asking for a single-word decision followed by the… See the full description on the dataset page: https://huggingface.co/datasets/Fernandosr85/adaption-job-scam-detection.

sourceHugging Faceupdated 2mo agoView on Hugging Face
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This dataset is a remastered version prepared using Adaption's Adaptive Data platform.

adaption-jobscamdetection

This dataset contains pairs of job advertisement prompts and binary classifications indicating whether each posting is legitimate or fraudulent. The samples include detailed company profiles, job descriptions, and requirements used to train models for identifying employment scams. Each entry is formatted as a prompt asking for a single-word decision followed by the correct label.

Dataset size

There are 3,131 data points in this dataset. This is an instruction tuning dataset.

Quality of Remastered Dataset

The final quality is A, with a relative quality improvement of 4.4%.

Domain

  • —Hr (100%)

Language

  • —English (100%)

Tone

  • —Objective (100%)

Evaluation Results

  • —Quality Gains: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/eda7d4dd-2182-4307-831b-c031bab11dc8.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
  • —Grade Improvement: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/8bbd2440-198c-443e-baae-184d5809540f.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
  • —Percentile Chart: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/25ecf398-b508-4e25-9f4e-0d823df2c67c.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />