这篇文章是ACL2020一篇关于共指消解的论文,其实共指消解就是我们常说的指代消解了。最近刚好也在做一些简单的关于知识图谱问答方面的东西,由于训练数据缺乏可能很多论文中的模型都用不到,但是多了解一点开阔下思路还是有好处哒。 论文地址: https://arxiv.org/pdf/1911.01746.pdfarxiv.org/pdf/1911.01746.pdf...
Natural Language Processing (NLP) tasks have witnessed a significant improvement in performance by utilizing the power of end-to-end neural network models. An NLP system built for one job can contribute to other closely related tasks. Coreference Resolution (CR) systems work on resolving references...
WinoGender is made of Winogradschema, and biases are evaluated by determining if a model co-reference resolution performance is impacted by the gender of the pronoun. WinoGender主要是通过Winograd格式评估语言模型在代词共同指代(coreference)上的偏见情况。在不了解这个问题时,共同指代是非常令读者疑惑,因此...
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...
11/16 BERT for Coreference Resolution Coreference Resolution(共指解析/指代消解) 1.共指解析是指NLP中的一个基本任务,目的在于自动识别表示同一个实体的名词短语或者代词,并将他们归类。 2.实体(entity):知识库中唯一存在的条目,所有名词代词所指的这个东西就是实体。 3.指称(mention):实体的指代形式。 4.共指...
关系构建正负样本,然后二分类(二分类器也会结合相应语法规则)。神经网络指代消解模型1.首先找出所有指称 2.对于某个词,和之前的指称构成pair,对每一个pair打分,new表示该词没有被指代...11/16 BERT forCoreferenceResolutionCoreferenceResolution(共指解析/指代消解) 1.共指解析是指NLP中的一个基本任务,目的在于 ...
LanguageCrunch NLP server docker image nlpnatural-language-processingsentiment-analysisword2vecwordnetrelation-extractioncoreference-resolutionspacy-nlp UpdatedDec 7, 2022 Python SunnyGJing/t5-pegasus-chinese Star221 Code Issues Pull requests 基于GOOGLE T5中文生成式模型的摘要生成/指代消解,支持batch批量生成,多...
coreference resolutionneural embeddingsdeep learningCoreference Resolution is an important task in Natural Language Processing (NLP) and involves finding all the phrases in a document that refer to the same entity in the real world, with applications in question answering and document summarisation.Work ...
NeuralCoref is a pipeline extension for spaCy 2.1+ which annotates and resolves coreference clusters using a neural network. NeuralCoref is production-ready, integrated in spaCy's NLP pipeline and extensible to new training datasets. For a brief introduction to coreference resolution and NeuralCore...
Towards Transparency in Coreference Resolution: A Quantum-Inspired Approach Hadi Wazni, M. Sadrzadeh 2023, CRAC 1 Citations Log in to saveSave Guided by grammatical structure, words compose to form sentences, and guided by discourse structure, sentences compo...