Нейрондық мәтін классификаторы

method ID: neuraltextclassifier

Related Papers

On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis

Authors: nan

Publication: TIPSTER (2018)

DOI: nan

AbstractText preprocessing is often the first step in the pipeline of a Natural Language Processing (NLP) system, with potential impact in its final performance. Despite its importance, text preprocessing has …...

34266

Denoising Multi-Source Weak Supervision for Neural Text Classification

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractWe study the problem of learning neural text classifiers without using any labeled data, but only easy-to-provide rules as multiple weak supervision sources. This problem is challenging because rule-induced weak …...

32150

Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractRecent studies have shown that deep neural network-based models are vulnerable to intentionally crafted adversarial examples, and various methods have been proposed to defend against adversarial word-substitution attacks for neural …...

31852

LIME: Weakly-Supervised Text Classification without Seeds

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractIn weakly-supervised text classification, only label names act as sources of supervision. Predominant approaches to weakly-supervised text classification utilize a two-phase framework, where test samples are first assigned pseudo-labels and …...

5124