Entity Typing

16 papers with code · Natural Language Processing

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Latest papers with code

A Primal Dual Formulation For Deep Learning With Constraints

NeurIPS 2019 dair-iitd/dl-with-constraints

In this paper, we present a constrained optimization formulation for training a deep network with a given set of hard constraints on output labels.

ENTITY TYPING NAMED ENTITY RECOGNITION SEMANTIC ROLE LABELING

2
01 Dec 2019

EntEval: A Holistic Evaluation Benchmark for Entity Representations

EMNLP 2019 ZeweiChu/EntEval

Rich entity representations are useful for a wide class of problems involving entities.

ENTITY DISAMBIGUATION ENTITY TYPING

12
31 Aug 2019

Zero-Shot Open Entity Typing as Type-Compatible Grounding

EMNLP 2018 CogComp/zoe

We evaluate our system on a broad range of datasets, including standard fine-grained and coarse-grained entity typing datasets, and also a dataset in the biological domain.

ENTITY TYPING

30
07 Jul 2019

Fine-Grained Entity Typing in Hyperbolic Space

ACL 2019 nlpAThits/figet-hyperbolic-space

How can we represent hierarchical information present in large type inventories for entity typing?

ENTITY TYPING

16
06 Jun 2019

ERNIE: Enhanced Language Representation with Informative Entities

ACL 2019 thunlp/ERNIE

Neural language representation models such as BERT pre-trained on large-scale corpora can well capture rich semantic patterns from plain text, and be fine-tuned to consistently improve the performance of various NLP tasks.

ENTITY TYPING KNOWLEDGE GRAPHS NATURAL LANGUAGE INFERENCE SENTIMENT ANALYSIS

854
17 May 2019

Learning to Denoise Distantly-Labeled Data for Entity Typing

NAACL 2019 yasumasaonoe/DenoiseET

In this work, we propose a two-stage procedure for handling this type of data: denoise it with a learned model, then train our final model on clean and denoised distant data with standard supervised training.

DENOISING ENTITY TYPING

10
04 May 2019

Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing

NAACL 2019 xwhan/Extremely-Fine-Grained-Entity-Typing

Existing entity typing systems usually exploit the type hierarchy provided by knowledge base (KB) schema to model label correlations and thus improve the overall performance.

ENTITY TYPING

57
06 Mar 2019

Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity Typing

23 Jan 2019roomylee/entity-aware-relation-classification

Our model not only utilizes entities and their latent types as features effectively but also is more interpretable by visualizing attention mechanisms applied to our model and results of LET.

ENTITY TYPING RELATION CLASSIFICATION

74
23 Jan 2019

Multi-Multi-View Learning: Multilingual and Multi-Representation Entity Typing

EMNLP 2018 yyaghoobzadeh/MVET

For representation, we consider representations based on the context distribution of the entity (i. e., on its embedding), on the entity's name (i. e., on its surface form) and on its description in Wikipedia.

ENTITY TYPING MULTIVIEW LEARNING MULTI-VIEW LEARNING

0
24 Oct 2018