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  4. Jev labels 1,018 papers into 24 topics on 1kpapers.com

Jev labels 1,018 papers into 24 topics on 1kpapers.com

Author: Hassan

Classification

Hassan

Classify this use case

  • Classification1.00
  • Shipped0.97
  • Measured0.99
  • Usefulness0.26
  • Community post1.00
  • Ready0.97
  • Measured result0.73
  • Copy quality0.57
  • Creativity0.64
  • Distinct intent0.91
Cost
$0.08 for classification, $3.99 for summaries
Latency
256 ms median end to end per paper
Result
1,018 papers labelled into 24 topics

Ask Jev which of 24 topics each paper belongs to after a cheap DeepSeek summary.

This is the Jev classification use case the directory is named after: a cheap model writes a short summary, then Jev picks a topic.

Summaries cost $3.99 on Together. Jev classification cost $0.08. Different models for different parts of the workflow.

The site is already live while the Jev labels are still being evaluated against the current ones.

How it works

  1. Summarise each paper with DeepSeek V4 Flash
  2. Send title, summary, and 24 topic options to Jev
  3. Use the Jev choice as the paper topic
  4. Publish the index on 1kpapers.com