Search Results for author: Alexios Gidiotis

Found 6 papers, 2 papers with code

AUTH @ CLSciSumm 20, LaySumm 20, LongSumm 20

no code implementations EMNLP (sdp) 2020 Alexios Gidiotis, Stefanos Stefanidis, Grigorios Tsoumakas

We present the systems we submitted for the shared tasks of the Workshop on Scholarly Document Processing at EMNLP 2020.

Fine-tuning

Bayesian Active Summarization

no code implementations9 Oct 2021 Alexios Gidiotis, Grigorios Tsoumakas

Bayesian Active Learning has had significant impact to various NLP problems, but nevertheless it's application to text summarization has been explored very little.

Active Learning Text Summarization

Uncertainty-Aware Abstractive Summarization

no code implementations21 May 2021 Alexios Gidiotis, Grigorios Tsoumakas

This method allows us to improve summarization performance by simply using the median of multiple stochastic summaries.

Abstractive Text Summarization Active Learning +1

A Divide-and-Conquer Approach to the Summarization of Long Documents

1 code implementation13 Apr 2020 Alexios Gidiotis, Grigorios Tsoumakas

With this approach we can decompose the problem of long document summarization into smaller and simpler problems, reducing computational complexity and creating more training examples, which at the same time contain less noise in the target summaries compared to the standard approach.

Ranked #3 on Text Summarization on Pubmed (using extra training data)

Document Summarization Sentence Similarity

Structured Summarization of Academic Publications

1 code implementation19 May 2019 Alexios Gidiotis, Grigorios Tsoumakas

We propose SUSIE, a novel summarization method that can work with state-of-the-art summarization models in order to produce structured scientific summaries for academic articles.

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