nlp-library  by mihail911

NLP papers for practitioners

created 8 years ago
1,068 stars

Top 36.0% on sourcepulse

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Project Summary

This repository is a curated collection of seminal and impactful research papers for Natural Language Processing (NLP) practitioners, covering key areas from Part-of-Speech Tagging to Language Modelling. It serves as a valuable resource for researchers and engineers seeking to understand the foundational and state-of-the-art techniques in NLP.

How It Works

The library organizes papers by NLP task (e.g., Parsing, Named Entity Recognition, Machine Translation). Each entry includes the paper's year, title, and a concise TLDR summary highlighting its core contribution and impact. Special designations like ":bulb: LEGEND" and ":vhs: RESOURCE" denote game-changing works or those introducing significant datasets.

Quick Start & Requirements

This is a curated list of papers; no installation or code execution is required. The content is accessible directly via the README.

Highlighted Details

  • Comprehensive coverage across 10 major NLP task categories.
  • TLDR summaries provide quick insights into each paper's significance.
  • Special markers highlight foundational ("LEGEND") and resource-providing papers.
  • Includes papers introducing widely adopted techniques like LSTMs, BERT, word2vec, and BLEU.

Maintenance & Community

The repository is maintained by mihail911, with contributions welcomed via Pull Requests. Correspondence can be directed to @mihail_eric.

Licensing & Compatibility

The repository itself is not software and does not have a software license. The papers referenced are subject to their original publication licenses.

Limitations & Caveats

This is a reference list of papers, not an executable library. It does not provide code implementations or direct access to the papers themselves, only their titles, years, and summaries.

Health Check
Last commit

5 years ago

Responsiveness

Inactive

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