Search Results for author: Goro Kobayashi

Found 6 papers, 5 papers with code

Contrastive Learning-based Sentence Encoders Implicitly Weight Informative Words

1 code implementation24 Oct 2023 Hiroto Kurita, Goro Kobayashi, Sho Yokoi, Kentaro Inui

The performance of sentence encoders can be significantly improved through the simple practice of fine-tuning using contrastive loss.

Contrastive Learning Sentence

Assessing Step-by-Step Reasoning against Lexical Negation: A Case Study on Syllogism

1 code implementation23 Oct 2023 Mengyu Ye, Tatsuki Kuribayashi, Jun Suzuki, Goro Kobayashi, Hiroaki Funayama

Large language models (LLMs) take advantage of step-by-step reasoning instructions, e. g., chain-of-thought (CoT) prompting.

Logical Reasoning Negation

Attention is Not Only a Weight: Analyzing Transformers with Vector Norms

1 code implementation EMNLP 2020 Goro Kobayashi, Tatsuki Kuribayashi, Sho Yokoi, Kentaro Inui

Attention is a key component of Transformers, which have recently achieved considerable success in natural language processing.

Machine Translation Translation +1

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