Datasets: A Community Library for Natural Language Processing

1 code implementation • EMNLP (ACL) 2021 • Quentin Lhoest, Albert Villanova del Moral, Yacine Jernite, Abhishek Thakur, Patrick von Platen, Suraj Patil, Julien Chaumond, Mariama Drame, Julien Plu, Lewis Tunstall, Joe Davison, Mario Šaško, Gunjan Chhablani, Bhavitvya Malik, Simon Brandeis, Teven Le Scao, Victor Sanh, Canwen Xu, Nicolas Patry, Angelina McMillan-Major, Philipp Schmid, Sylvain Gugger, Clément Delangue, Théo Matussière, Lysandre Debut, Stas Bekman, Pierric Cistac, Thibault Goehringer, Victor Mustar, François Lagunas, Alexander M. Rush, Thomas Wolf

The scale, variety, and quantity of publicly-available NLP datasets has grown rapidly as researchers propose new tasks, larger models, and novel benchmarks.

Image Classification Object Recognition +2

Transformers: State-of-the-Art Natural Language Processing

2 code implementations • EMNLP 2020 • Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, Alexander Rush

Transformer architectures have facilitated building higher-capacity models and pretraining has made it possible to effectively utilize this capacity for a wide variety of tasks.

Image Classification Object Recognition +1

HuggingFace's Transformers: State-of-the-art Natural Language Processing

9 code implementations • 9 Oct 2019 • Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Rémi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, Alexander M. Rush

Transformer architectures have facilitated building higher-capacity models and pretraining has made it possible to effectively utilize this capacity for a wide variety of tasks.

Text Generation Transfer Learning

Sanaphor++: Combining Deep Neural Networks with Semantics for Coreference Resolution

no code implementations • LREC 2018 • Julien Plu, Roman Prokofyev, Alberto Tonon, Philippe Cudr{\'e}-Mauroux, Djellel Eddine Difallah, Rapha{\"e}l Troncy, Giuseppe Rizzo

coreference-resolution Entity Linking +1

JeuxDeLiens: Word Embeddings and Path-Based Similarity for Entity Linking using the French JeuxDeMots Lexical Semantic Network

no code implementations • JEPTALNRECITAL 2018 • Julien Plu, Kevin Cousot, Mathieu Lafourcade, Rapha{\"e}l Troncy, Giuseppe Rizzo

Entity linking systems typically rely on encyclopedic knowledge bases such as DBpedia or Freebase.

Entity Linking Word Embeddings

Context-enhanced Adaptive Entity Linking

no code implementations • LREC 2016 • Filip Ilievski, Giuseppe Rizzo, Marieke van Erp, Julien Plu, Rapha{\"e}l Troncy

More and more knowledge bases are publicly available as linked data.

Entity Linking

Evaluating Entity Linking: An Analysis of Current Benchmark Datasets and a Roadmap for Doing a Better Job

no code implementations • LREC 2016 • Marieke van Erp, Pablo Mendes, Heiko Paulheim, Filip Ilievski, Julien Plu, Giuseppe Rizzo, Joerg Waitelonis

Entity linking has become a popular task in both natural language processing and semantic web communities.

Entity Linking