End-to-End Open Vocabulary Keyword Search With Multilingual Neural Representations

1 code implementation • 15 Aug 2023 • Bolaji Yusuf, Jan Cernocky, Murat Saraclar

Conventional keyword search systems operate on automatic speech recognition (ASR) outputs, which causes them to have a complex indexing and search pipeline.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

End-to-End Open Vocabulary Keyword Search

1 code implementation • 23 Aug 2021 • Bolaji Yusuf, Alican Gok, Batuhan Gundogdu, Murat Saraclar

Recently, neural approaches to spoken content retrieval have become popular.

Retrieval

A Hierarchical Subspace Model for Language-Attuned Acoustic Unit Discovery

no code implementations • 4 Nov 2020 • Bolaji Yusuf, Lucas Ondel, Lukas Burget, Jan Cernocky, Murat Saraclar

In the target language, we infer both the language and unit embeddings in an unsupervised manner, and in so doing, we simultaneously learn a subspace of units specific to that language and the units that dwell on it.

Acoustic Unit Discovery Clustering

Unsupervised Discovery of Sign Terms by K-Nearest Neighbours Approach

1 code implementation • 25 Aug 2020 • Korhan Polat, Murat Saraclar

In order to utilize the large amount of unlabeled sign language resources, unsupervised learning methods are needed.

Convolutional Neural Networks for Financial Text Regression

no code implementations • ACL 2019 • Ne{\c{s}}at Dereli, Murat Saraclar

Using word vectors increases the number of parameters.

regression Transfer Learning

BUSEM at SemEval-2017 Task 4A Sentiment Analysis with Word Embedding and Long Short Term Memory RNN Approaches

no code implementations • SEMEVAL 2017 • Deger Ayata, Murat Saraclar, Arzucan Ozgur

This paper describes our approach for SemEval-2017 Task 4: Sentiment Analysis in Twitter.

Classification General Classification +4