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Hirokazu Kiyomaru

4 accepted papers

2024

Abstractive Multi-Video Captioning: Benchmark Dataset Construction and Extensive Evaluation

COLING 2024main

This paper introduces a new task, abstractive multi-video captioning, which focuses on abstracting multiple videos with natural language. Unlike conventional video captioning tasks generating a specific caption for a video, our task generates an abstract caption of the shared content in a video grou…

2023

MultiTool-CoT: GPT-3 Can Use Multiple External Tools with Chain of Thought Prompting

ACL 2023short

Large language models (LLMs) have achieved impressive performance on various reasoning tasks. To further improve the performance, we propose MultiTool-CoT, a novel framework that leverages chain-of-thought (CoT) prompting to incorporate multiple external tools, such as a calculator and a knowledge r…

2022

Minimally-Supervised Joint Learning of Event Volitionality and Subject Animacy Classification

AAAI 2022technical

Volitionality and subject animacy are fundamental and closely related properties of an event. Their classification is challenging because it requires contextual text understanding and a huge amount of labeled data. This paper proposes a novel method that jointly learns volitionality and subject anim…

2021

Contextualized and Generalized Sentence Representations by Contrastive Self-Supervised Learning: A Case Study on Discourse Relation Analysis

NAACL 2021long

We propose a method to learn contextualized and generalized sentence representations using contrastive self-supervised learning. In the proposed method, a model is given a text consisting of multiple sentences. One sentence is randomly selected as a target sentence. The model is trained to maximize…