Browse SoTA > Natural Language Processing > Coreference Resolution

Coreference Resolution

65 papers with code · Natural Language Processing

Coreference resolution is the task of clustering mentions in text that refer to the same underlying real world entities.

Example:

               +-----------+
               |           |
I voted for Obama because he was most aligned with my values", she said.
 |                                                 |            |
 +-------------------------------------------------+------------+

"I", "my", and "she" belong to the same cluster and "Obama" and "he" belong to the same cluster.

Benchmarks

Latest papers with code

Understanding Points of Correspondence between Sentences for Abstractive Summarization

ACL 2020 ucfnlp/points-of-correspondence

We create a dataset containing the documents, source and fusion sentences, and human annotations of points of correspondence between sentences.

ABSTRACTIVE TEXT SUMMARIZATION COREFERENCE RESOLUTION SENTENCE FUSION

10
10 Jun 2020

Nurse is Closer to Woman than Surgeon? Mitigating Gender-Biased Proximities in Word Embeddings

2 Jun 2020TimeTraveller-San/RAN-Debias

We also propose a new bias evaluation metric - Gender-based Illicit Proximity Estimate (GIPE), which measures the extent of undue proximity in word vectors resulting from the presence of gender-based predilections.

COREFERENCE RESOLUTION WORD EMBEDDINGS

11
02 Jun 2020

Language Models are Few-Shot Learners

28 May 2020openai/gpt-3

By contrast, humans can generally perform a new language task from only a few examples or from simple instructions - something which current NLP systems still largely struggle to do.

 Ranked #1 on Language Modelling on Penn Treebank (Word Level) (using extra training data)

COMMON SENSE REASONING COREFERENCE RESOLUTION DOMAIN ADAPTATION FEW-SHOT LEARNING LANGUAGE MODELLING NATURAL LANGUAGE INFERENCE QUESTION ANSWERING SENTENCE COMPLETION UNSUPERVISED MACHINE TRANSLATION WORD SENSE DISAMBIGUATION

6,895
28 May 2020

Active Learning for Coreference Resolution using Discrete Annotation

ACL 2020 belindal/discrete-active-learning-coref

We improve upon pairwise annotation for active learning in coreference resolution, by asking annotators to identify mention antecedents if a presented mention pair is deemed not coreferent.

ACTIVE LEARNING COREFERENCE RESOLUTION

8
28 Apr 2020

An Annotated Dataset of Coreference in English Literature

LREC 2020 dbamman/litbank

We present in this work a new dataset of coreference annotations for works of literature in English, covering 29, 103 mentions in 210, 532 tokens from 100 works of fiction.

COREFERENCE RESOLUTION

166
03 Dec 2019

A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations

25 Nov 2019KunkunYang/GenderBiasHSR

Word embedding has become essential for natural language processing as it boosts empirical performances of various tasks.

CAUSAL INFERENCE COREFERENCE RESOLUTION WORD EMBEDDINGS

2
25 Nov 2019

An Annotated Corpus of Reference Resolution for Interpreting Common Grounding

18 Nov 2019Alab-NII/onecommon

Common grounding is the process of creating, repairing and updating mutual understandings, which is a fundamental aspect of natural language conversation.

COREFERENCE RESOLUTION GOAL-ORIENTED DIALOG NATURAL LANGUAGE UNDERSTANDING VISUAL DIALOG

10
18 Nov 2019

Coreference Resolution as Query-based Span Prediction

5 Nov 2019ShannonAI/CorefQA

In this paper, we present an accurate and extensible approach for the coreference resolution task.

COREFERENCE RESOLUTION DATA AUGMENTATION MACHINE READING COMPREHENSION

15
05 Nov 2019