Speech Summarization of Long Spoken Document: Improving Memory Efficiency of Speech/Text Encoders

Author:

Kano Takatomo1,Ogawa Atsunori1,Delcroix Marc1,Sharma Roshan2,Matsuura Kohei1,Watanabe Shinji2

Affiliation:

1. NTT Corporation,Japan

2. Carnegie Mellon University,Pittsburgh,USA

Publisher

IEEE

Reference29 articles.

1. ROUGE: A package for automatic evaluation of summaries;lin;ACL,2004

2. Longformer: The long-document transformer;beltagy;ArXiv,2020

3. FNet: Mixing Tokens with Fourier Transforms

4. How2: A large-scale dataset for multimodal language understanding;sanabria;ArXiv,2018

5. Big bird: Transformers for longer sequences;zaheer;NIPS,2020

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1. AugSumm: Towards Generalizable Speech Summarization Using Synthetic Labels from Large Language Models;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

2. Train Long and Test Long:Leveraging Full Document Contexts in Speech Processing;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

3. Espnet-Summ: Introducing a Novel Large Dataset, Toolkit, and a Cross-Corpora Evaluation of Speech Summarization Systems;2023 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU);2023-12-16

4. Summarize While Translating: Universal Model With Parallel Decoding for Summarization and Translation;2023 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU);2023-12-16

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