List: Paper Review/Explained | Curated by Ala Falaki, PhD | Medium

Ala Falaki, PhD

May 26, 2022

5 stories

Paper Review/Explained

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Towards AI

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Ala Falaki, PhD

HydraSum: Disentangling Stylistic Features in Text Summarization (Paper Review/Described)

Is it possible to train a model with transformer architecture to learn generating summaries with different styles?

May 26, 2022

HydraSum: Disentangling Stylistic Features in Text Summarization (Paper Review/Described)

May 26, 2022

In

Towards AI

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Ala Falaki, PhD

BRIO: Bringing Order to Abstractive Summarization (Paper Review/Described)

A new state-of-the-art result for the text summarization task on both CNN/DM and XSum datasets. It uses contrastive learning to rank the…

Apr 25, 2022

BRIO: Bringing Order to Abstractive Summarization (Paper Review/Described)

Apr 25, 2022

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Towards AI

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Ala Falaki, PhD

SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization (Review/Explained)

Explain the paper that currently holds the state-of-the-art result in text abstractive text summarization.

Mar 14, 2022

SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization (Review/Explained)

Mar 14, 2022

Ala Falaki, PhD

1000x Smaller GPT-3/2? LoRA: Low-Rank Adaptation of Large Language Models

Is it possible to use large models such as GPT-3 (175B parameters) for downstream tasks with training only 37M parameters and outperform…

Jun 19, 2021

1000x Smaller GPT-3/2? LoRA: Low-Rank Adaptation of Large Language Models

Jun 19, 2021

In

Towards AI

by

Ala Falaki, PhD

OpenAI Threw Resources at Book Summarization Task (Paper Review/Explained)

Explain and Review the questionable “Recursively Summarizing Books with Human Feedback” paper and its effectiveness.

Oct 8, 2021

OpenAI Threw Resources at Book Summarization Task (Paper Review/Explained)

Oct 8, 2021

Ala Falaki, PhD

Ala Falaki, PhD

Technical Editor @ Towards AI - Write about NLP here. Let's talk on Twitter! https://nlpiation.github.io/

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