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The usefulness of a statistical approach suggested by Church et al. (1991) is evaluated for the extraction of verb-noun (V-N) collocations from German text corpora. Some problematic issues of that method arising from properties of the…

cmp-lg · 计算机科学 2016-08-15 Elisabeth Breidt

Text summarization plays a crucial role in natural language processing by condensing large volumes of text into concise and coherent summaries. As digital content continues to grow rapidly and the demand for effective information retrieval…

Distributed representations of words as real-valued vectors in a relatively low-dimensional space aim at extracting syntactic and semantic features from large text corpora. A recently introduced neural network, named word2vec (Mikolov et…

计算与语言 · 计算机科学 2015-08-11 Adriaan M. J. Schakel , Benjamin J. Wilson

In this paper, we present WenetSpeech, a multi-domain Mandarin corpus consisting of 10000+ hours high-quality labeled speech, 2400+ hours weakly labeled speech, and about 10000 hours unlabeled speech, with 22400+ hours in total. We collect…

Machine reading comprehension (MRC) is a sub-field in natural language processing that aims to assist computers understand unstructured texts and then answer questions related to them. In practice, the conversation is an essential way to…

计算与语言 · 计算机科学 2021-10-01 Son T. Luu , Mao Nguyen Bui , Loi Duc Nguyen , Khiem Vinh Tran , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

In this work, we present the development of a new database, namely Sound Localization and Classification (SLoClas) corpus, for studying and analyzing sound localization and classification. The corpus contains a total of 23.27 hours of data…

声音 · 计算机科学 2021-08-06 Xinyuan Qian , Bidisha Sharma , Amine El Abridi , Haizhou Li

Large-scale, weakly-supervised speech recognition models, such as Whisper, have demonstrated impressive results on speech recognition across domains and languages. However, their application to long audio transcription via buffered or…

声音 · 计算机科学 2023-07-12 Max Bain , Jaesung Huh , Tengda Han , Andrew Zisserman

Video transcript summarization is a fundamental task for video understanding. Conventional approaches for transcript summarization are usually built upon the summarization data for written language such as news articles, while the domain…

计算与语言 · 计算机科学 2021-07-16 Tengchao Lv , Lei Cui , Momcilo Vasilijevic , Furu Wei

The parallel corpus for multilingual NLP tasks, deep learning applications like Statistical Machine Translation Systems is very important. The parallel corpus of Hindi-English language pair available for news translation task till date is…

计算与语言 · 计算机科学 2019-01-28 Aditya Kumar Pathak , Priyankit Acharya , Dilpreet Kaur , Rakesh Chandra Balabantaray

Automated headline generation for online news articles is not a trivial task - machine generated titles need to be grammatically correct, informative, capture attention and generate search traffic without being "click baits" or "fake news".…

机器学习 · 计算机科学 2021-07-26 Cristian Anastasiu , Hanna Behnke , Sarah Lück , Viktor Malesevic , Aamna Najmi , Javier Poveda-Panter

We propose an automated image selection system to assist photo editors in selecting suitable images for news articles. The system fuses multiple textual sources extracted from news articles and accepts multilingual inputs. It is equipped…

多媒体 · 计算机科学 2020-04-27 Fangyu Liu , Rémi Lebret , Didier Orel , Philippe Sordet , Karl Aberer

In order to efficiently transmit and store speech signals, speech codecs create a minimally redundant representation of the input signal which is then decoded at the receiver with the best possible perceptual quality. In this work we…

We present an open-source speech corpus for the Kazakh language. The Kazakh speech corpus (KSC) contains around 332 hours of transcribed audio comprising over 153,000 utterances spoken by participants from different regions and age groups,…

音频与语音处理 · 电气工程与系统科学 2021-07-22 Yerbolat Khassanov , Saida Mussakhojayeva , Almas Mirzakhmetov , Alen Adiyev , Mukhamet Nurpeiissov , Huseyin Atakan Varol

The Word Error Rate (WER) is the common measure of accuracy for Automatic Speech Recognition (ASR). Transcripts are usually pre-processed by substituting specific characters to account for non-semantic differences. As a result of this…

计算与语言 · 计算机科学 2024-09-20 Korbinian Kuhn , Verena Kersken , Gottfried Zimmermann

In recent times, extracting valuable information from large text is making significant progress. Especially in the current era of social media, people expect quick bites of information. Automatic text summarization seeks to tackle this by…

计算与语言 · 计算机科学 2024-10-23 Sindhu Nair , Y. S. Rao , Radha Shankarmani

With the recent advances in technology, automatic speech recognition (ASR) has been widely used in real-world applications. The efficiency of converting large amounts of speech into text accurately with limited resources has become more…

音频与语音处理 · 电气工程与系统科学 2021-12-09 Yoo Rhee Oh , Kiyoung Park , Jeon Gyu Park

In real human robot interaction (HRI) scenarios, speech recognition represents a major challenge due to robot noise, background noise and time-varying acoustic channel. This document describes the procedure used to obtain the Multichannel…

人机交互 · 计算机科学 2018-01-03 José Novoa , Juan Pablo Escudero , Josué Fredes , Jorge Wuth , Rodrigo Mahu , Néstor Becerra Yoma

Thanks to improvements in machine learning techniques, including deep learning, speech synthesis is becoming a machine learning task. To accelerate speech synthesis research, we are developing Japanese voice corpora reasonably accessible…

Deciphering natural language from brain activity through non-invasive devices remains a formidable challenge. Previous non-invasive decoders either require multiple experiments with identical stimuli to pinpoint cortical regions and enhance…

This thesis addresses automatic lexical error recovery and tokenization of corrupt text input. We propose a technique that can automatically correct misspellings, segmentation errors and real-word errors in a unified framework that uses…

cmp-lg · 计算机科学 2009-09-25 Peter Ingels
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