Toward unifying text segmentation and long document summarization

S Cho, K Song, X Wang, F Liu, D Yu - arxiv preprint arxiv:2210.16422, 2022 - arxiv.org
Text segmentation is important for signaling a document's structure. Without segmenting a
long document into topically coherent sections, it is difficult for readers to comprehend the …

A comprehensive survey on summarization techniques

PJ Uppalapati, M Dabbiru, KV Rao - SN Computer Science, 2023 - Springer
Summarization is the method of extracting valuable information or a summary out of a
significant amount of data using a variety of computation techniques. The summarization …

Abstractive video lecture summarization: applications and future prospects

I Benedetto, M La Quatra, L Cagliero, L Canale… - Education and …, 2024 - Springer
Modern educational technology systems allow learners to access large amounts of learning
materials such as educational videos, learning notes, and teaching books. Automated …

From text segmentation to smart chaptering: A novel benchmark for structuring video transcriptions

F Retkowski, A Waibel - arxiv preprint arxiv:2402.17633, 2024 - arxiv.org
Text segmentation is a fundamental task in natural language processing, where documents
are split into contiguous sections. However, prior research in this area has been constrained …

Unsupervised dialogue topic segmentation in hyperdimensional space

S Park, J Seo, J Lee - arxiv preprint arxiv:2308.10464, 2023 - arxiv.org
We present HyperSeg, a hyperdimensional computing (HDC) approach to unsupervised
dialogue topic segmentation. HDC is a class of vector symbolic architectures that leverages …

Semantic Segmentation of Educational Videos for Micro Learning Objects in Adaptive E-Learning

AS Halawa, S Gamalel-Din, AA Nasr - Journal of Al-Azhar …, 2023 - journals.ekb.eg
ABSTRACT E-Learning is gaining prominence, especially in lifelong learning, primarily
through lecture videos. However, these videos often encompass multiple topics or serve …

Using Data Augmentation for Improving Text Summarization

D Constantin, MC Mihăescu, S Heras, J Jordán… - … on Intelligent Data …, 2024 - Springer
In today's society, the amount of information we need to process daily from sources such as
news, videos, and literature is relatively high. The primary strategy to decrease the workload …

Lecture Video Summarization Using Deep Learning

S Khetarpaul, L Jain, K Goyal, PV Tej - Asian Conference on Intelligent …, 2024 - Springer
In today's rapidly evolving digital era, educational institutions and professors are
increasingly sharing video lectures online to support students. While these lectures …

Advancing Search Engine Functionality Through AI-Powered Audio Transcription

S Poply, AK Sharma, PS Rathore - … International Conference on …, 2024 - ieeexplore.ieee.org
Efficiently navigating through extensive datasets is fundamental for enhancing productivity,
facilitating informed decision-making, and fostering innovation. To achieve this, the …

Automatic Video Lecture Summarization with Injection of Multimodal Information: Two Novel Datasets and a New Approach

E Castelli - 2023 - webthesis.biblio.polito.it
With the growing diffusion of online courses with video lectures, both from universities such
as PoliTo and from MOOC platforms, the ability to distill key information is becoming more …