Search Results for author: Mengsay Loem

Found 5 papers, 0 papers with code

SAIE Framework: Support Alone Isn't Enough -- Advancing LLM Training with Adversarial Remarks

no code implementations14 Nov 2023 Mengsay Loem, Masahiro Kaneko, Naoaki Okazaki

Large Language Models (LLMs) can justify or critique their predictions through discussions with other models or humans, thereby enriching their intrinsic understanding of instances.

GSM8K Math

Are Neighbors Enough? Multi-Head Neural n-gram can be Alternative to Self-attention

no code implementations27 Jul 2022 Mengsay Loem, Sho Takase, Masahiro Kaneko, Naoaki Okazaki

Impressive performance of Transformer has been attributed to self-attention, where dependencies between entire input in a sequence are considered at every position.

Position

ExtraPhrase: Efficient Data Augmentation for Abstractive Summarization

no code implementations NAACL (ACL) 2022 Mengsay Loem, Sho Takase, Masahiro Kaneko, Naoaki Okazaki

Through experiments, we show that ExtraPhrase improves the performance of abstractive summarization tasks by more than 0. 50 points in ROUGE scores compared to the setting without data augmentation.

Abstractive Text Summarization Data Augmentation +1

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