Relation Classification

29 papers with code · Natural Language Processing
Subtask of Relation Extraction

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Latest papers with code

Span-based Joint Entity and Relation Extraction with Transformer Pre-training

17 Sep 2019markus-eberts/spert

We introduce SpERT, an attention model for span-based joint entity and relation extraction.

JOINT ENTITY AND RELATION EXTRACTION RELATION CLASSIFICATION

8
17 Sep 2019

Few-shot Text Classification with Distributional Signatures

16 Aug 2019YujiaBao/Distributional-Signatures

In this paper, we explore meta-learning for few-shot text classification.

META-LEARNING RELATION CLASSIFICATION TEXT CLASSIFICATION

39
16 Aug 2019

Zero-shot transfer for implicit discourse relation classification

30 Jul 2019MurathanKurfali/multilingual_IDRC

Automatically classifying the relation between sentences in a discourse is a challenging task, in particular when there is no overt expression of the relation.

IMPLICIT DISCOURSE RELATION CLASSIFICATION TRANSFER LEARNING

0
30 Jul 2019

Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction

ACL 2019 DFKI-NLP/DISTRE

Distantly supervised relation extraction is widely used to extract relational facts from text, but suffers from noisy labels.

COMMON SENSE REASONING LANGUAGE MODELLING RELATION CLASSIFICATION

38
19 Jun 2019

Enriching Pre-trained Language Model with Entity Information for Relation Classification

20 May 2019wang-h/bert-relation-classification

In this paper, we propose a model that both leverages the pre-trained BERT language model and incorporates information from the target entities to tackle the relation classification task.

LANGUAGE MODELLING RELATION CLASSIFICATION

10
20 May 2019

Advancing NLP with Cognitive Language Processing Signals

4 Apr 2019DS3Lab/zuco-nlp

Cognitive language processing data such as eye-tracking features have shown improvements on single NLP tasks.

EEG NAMED ENTITY RECOGNITION RELATION CLASSIFICATION SENTIMENT ANALYSIS

14
04 Apr 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

58
23 Jan 2019

End-to-end neural relation extraction using deep biaffine attention

29 Dec 2018datquocnguyen/jointRE

We propose a neural network model for joint extraction of named entities and relations between them, without any hand-crafted features.

RELATION CLASSIFICATION

30
29 Dec 2018

A Deep Sequential Model for Discourse Parsing on Multi-Party Dialogues

1 Dec 2018shizhouxing/DialogueDiscourseParsing

This paper presents a deep sequential model for parsing discourse dependency structures of multi-party dialogues.

DIALOGUE UNDERSTANDING LINK PREDICTION QUESTION ANSWERING RELATION CLASSIFICATION SENTIMENT ANALYSIS

12
01 Dec 2018