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Akihiko Kato

3 accepted papers

2024

CAMERA³: An Evaluation Dataset for Controllable Ad Text Generation in Japanese

COLING 2024main

Ad text generation is the task of creating compelling text from an advertising asset that describes products or services, such as a landing page. In advertising, diversity plays an important role in enhancing the effectiveness of an ad text, mitigating a phenomenon called “ad fatigue,” where users b…

Cited by 2SourcePDFScholar
2024

Cross-lingual Transfer or Machine Translation? On Data Augmentation for Monolingual Semantic Textual Similarity

COLING 2024main

Learning better sentence embeddings leads to improved performance for natural language understanding tasks including semantic textual similarity (STS) and natural language inference (NLI). As prior studies leverage large-scale labeled NLI datasets for fine-tuning masked language models to yield sent…

Cited by 1SourcePDFScholar
2024

Striking Gold in Advertising: Standardization and Exploration of Ad Text Generation

ACL 2024long

In response to the limitations of manual ad creation, significant research has been conducted in the field of automatic ad text generation (ATG). However, the lack of comprehensive benchmarks and well-defined problem sets has made comparing different methods challenging. To tackle these challenges,…