EMNLP 2017

Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging

EMNLP 2017 UKPLab/elmo-bilstm-cnn-crf

In this paper we show that reporting a single performance score is insufficient to compare non-deterministic approaches.

Fast and Accurate Entity Recognition with Iterated Dilated Convolutions

EMNLP 2017 iesl/dilated-cnn-ner

Today when many practitioners run basic NLP on the entire web and large-volume traffic, faster methods are paramount to saving time and energy costs.

NAMED ENTITY RECOGNITION (NER) STRUCTURED PREDICTION

Determining Semantic Textual Similarity using Natural Deduction Proofs

EMNLP 2017 mynlp/ccg2lambda

Determining semantic textual similarity is a core research subject in natural language processing.

SEMANTIC TEXTUAL SIMILARITY

Reinforcement Learning for Bandit Neural Machine Translation with Simulated Human Feedback

EMNLP 2017 khanhptnk/bandit-nmt

Machine translation is a natural candidate problem for reinforcement learning from human feedback: users provide quick, dirty ratings on candidate translations to guide a system to improve.

MACHINE TRANSLATION