EMNLP 2017

ParlAI: A Dialog Research Software Platform

EMNLP 2017 facebookresearch/ParlAI

We introduce ParlAI (pronounced "par-lay"), an open-source software platform for dialog research implemented in Python, available at http://parl.ai.

VISUAL QUESTION ANSWERING

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 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

Deep Joint Entity Disambiguation with Local Neural Attention

EMNLP 2017 dalab/deep-ed

We propose a novel deep learning model for joint document-level entity disambiguation, which leverages learned neural representations.

Learning Language Representations for Typology Prediction

EMNLP 2017 chaitanyamalaviya/lang-reps

One central mystery of neural NLP is what neural models "know" about their subject matter.

MACHINE TRANSLATION

Challenges in Data-to-Document Generation

EMNLP 2017 harvardnlp/data2text

Recent neural models have shown significant progress on the problem of generating short descriptive texts conditioned on a small number of database records.

DATA-TO-TEXT GENERATION

LangPro: Natural Language Theorem Prover

EMNLP 2017 kovvalsky/LangPro

LangPro is an automated theorem prover for natural language (https://github.com/kovvalsky/LangPro).

NATURAL LANGUAGE INFERENCE