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dizzyhairnighy

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reacted to openfree's post with ๐Ÿค—๐Ÿ˜Žโž•๐Ÿง โค๏ธ๐Ÿ‘€๐Ÿš€๐Ÿ”ฅ about 2 months ago
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๐Ÿ“Š Papers Impact: Instant AI Grading for Your Research Papers! ๐Ÿš€

๐ŸŒŸ Introduction
Hello, AI research community! ๐ŸŽ‰
Introducing Papers Impact - the revolutionary AI tool that automatically grades and predicts the potential impact of research papers! ๐Ÿง ๐Ÿ’ก

VIDraft/PapersImpact

โœจ Key Feature: Instant Paper Grading
The core functionality is brilliantly simple: Just enter an arXiv paper ID or URL, and our AI instantly analyzes and grades the paper's potential academic impact! No need to read through the entire paper yourself - our system automatically evaluates the title and abstract to generate a normalized impact score between 0 and 1.
๐ŸŽฏ How It Works

Enter Paper ID or URL: Simply paste an arXiv ID (e.g., "2504.11651") or full URL
Automatic Fetching: The system retrieves the paper's title and abstract
AI Analysis: Our advanced LLaMA-based transformer model analyzes the content
Instant Grading: Receive an impact score and corresponding letter grade in seconds!

๐Ÿ’ก Who Can Benefit?

๐Ÿ”ฌ Researchers: Pre-assess your paper before submission
๐Ÿ“š Students: Quickly gauge the quality of papers for literature reviews
๐Ÿซ Educators: Objectively evaluate student research
๐Ÿ“Š Research Managers: Prioritize which papers to read in depth
๐Ÿงฉ Journal Editors: Get an AI second opinion on submissions

๐Ÿš€ Technical Details
Our model is trained on an extensive dataset of published papers in CS.CV, CS.CL, and CS.AI fields, using NDCG optimization with Sigmoid activation and MSE loss. It's been rigorously cross-validated against historical citation data to ensure accurate impact predictions.
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