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With increasing usage of clickbaits in Indonesian Online News, newsworthy articles sometimes get buried among clickbaity news. A reliable and lightweight tool is needed to detect such clickbaits on-the-go. Leveraging state-of-the-art…

计算与语言 · 计算机科学 2021-02-23 Muhammad Noor Fakhruzzaman , Sie Wildan Gunawan

Given the prevalence of crowd sourced labor in creating Natural Language processing datasets, these aforementioned sets have become increasingly large. For instance, the SQUAD dataset currently sits at over 80,000 records. However, because…

计算与语言 · 计算机科学 2023-04-28 Will Rieger

Neural machine translation (NMT) is typically domain-dependent and style-dependent, and it requires lots of training data. State-of-the-art NMT models often fall short in handling colloquial variations of its source language and the lack of…

计算与语言 · 计算机科学 2021-01-01 Asrul Sani Ariesandy , Mukhlis Amien , Alham Fikri Aji , Radityo Eko Prasojo

Idioms pose a fundamental challenge for language models, as their meaning cannot be inferred from surface form alone. Understanding such expressions, therefore, requires semantic abstraction beyond lexical overlap. We introduce IdioLink, a…

计算与语言 · 计算机科学 2026-05-22 Kai Golan Hashiloni , Daniel Fadlon , Lior Livyatan , Ofri Hefetz , Jiahuan Pei , Kfir Bar

We present COSTRA 1.0, a dataset of complex sentence transformations. The dataset is intended for the study of sentence-level embeddings beyond simple word alternations or standard paraphrasing. This first version of the dataset is limited…

计算与语言 · 计算机科学 2020-04-17 Petra Barancikova , Ondrej Bojar

In-context learning (ICL) operates by showing language models (LMs) examples of input-output pairs for a given task, i.e., demonstrations. The standard approach for ICL is to prompt the LM with concatenated demonstrations followed by the…

计算与语言 · 计算机科学 2023-08-22 Muhammad Khalifa , Lajanugen Logeswaran , Moontae Lee , Honglak Lee , Lu Wang

Existing sentence representations primarily encode what a sentence says, rather than how it is expressed, even though the latter is important for many applications. In contrast, we develop sentence representations that capture style and…

The same multi-word expressions may have different meanings in different sentences. They can be mainly divided into two categories, which are literal meaning and idiomatic meaning. Non-contextual-based methods perform poorly on this…

计算与语言 · 计算机科学 2022-04-14 Zheng Chu , Ziqing Yang , Yiming Cui , Zhigang Chen , Ming Liu

The tasks of idiom understanding and dialect understanding are both well-established benchmarks in natural language processing. In this paper, we propose combining them, and using regional idioms as a test of dialect understanding. Towards…

计算与语言 · 计算机科学 2026-04-08 David Beauchemin , Yan Tremblay , Mohamed Amine Youssef , Richard Khoury

Idioms, are a kind of idiomatic expression in Chinese, most of which consist of four Chinese characters. Due to the properties of non-compositionality and metaphorical meaning, Chinese Idioms are hard to be understood by children and…

计算与语言 · 计算机科学 2022-04-21 Jipeng Qiang , Yang Li , Chaowei Zhang , Yun Li , Yunhao Yuan , Yi Zhu , Xindong Wu

This paper presents a compact three-class sentiment analysis study for Indonesian social media text. The task is formulated with positive, negative, and neutral outputs derived from a fine-grained emotion dataset. The proposed practical…

Idiomatic expressions (IEs), characterized by their non-compositionality, are an important part of natural language. They have been a classical challenge to NLP, including pre-trained language models that drive today's state-of-the-art.…

计算与语言 · 计算机科学 2022-07-11 Ziheng Zeng , Suma Bhat

Multimodal learning on video and text has seen significant progress, particularly in tasks like text-to-video retrieval, video-to-text retrieval, and video captioning. However, most existing methods and datasets focus exclusively on…

多媒体 · 计算机科学 2025-07-15 Willy Fitra Hendria

Idiomatic expressions are an integral part of natural language and constantly being added to a language. Owing to their non-compositionality and their ability to take on a figurative or literal meaning depending on the sentential context,…

计算与语言 · 计算机科学 2021-10-20 Ziheng Zeng , Suma Bhat

Indonesia's linguistic landscape is remarkably diverse, encompassing over 700 languages and dialects, making it one of the world's most linguistically rich nations. This diversity, coupled with the widespread practice of code-switching and…

计算与语言 · 计算机科学 2024-03-05 Wilson Wongso , David Samuel Setiawan , Steven Limcorn , Ananto Joyoadikusumo

Task-oriented dialogue (ToD) systems have been mostly created for high-resource languages, such as English and Chinese. However, there is a need to develop ToD systems for other regional or local languages to broaden their ability to…

Although large language models (LLMs) are often pre-trained on large-scale multilingual texts, their reasoning abilities and real-world knowledge are mainly evaluated based on English datasets. Assessing LLM capabilities beyond English is…

计算与语言 · 计算机科学 2023-10-24 Fajri Koto , Nurul Aisyah , Haonan Li , Timothy Baldwin

Being less resource languages, Indian-Indian and English-Indian language MT system developments faces the difficulty to translate various lexical phenomena. In this paper, we present our work on a comparative study of 440 phrase-based…

计算与语言 · 计算机科学 2017-10-09 Sreelekha S , Pushpak Bhattacharyya

Click counts are related to the amount of money that online advertisers paid to news sites. Such business models forced some news sites to employ a dirty trick of click-baiting, i.e., using a hyperbolic and interesting words, sometimes…

计算与语言 · 计算机科学 2021-02-03 Muhammad N. Fakhruzzaman , Saidah Z. Jannah , Ratih A. Ningrum , Indah Fahmiyah

Sentiment analysis is the computational study of opinions and emotions ex-pressed in text. Deep learning is a model that is currently producing state-of-the-art in various application domains, including sentiment analysis. Many researchers…

计算与语言 · 计算机科学 2022-11-11 Hendri Murfi , Syamsyuriani , Theresia Gowandi , Gianinna Ardaneswari , Siti Nurrohmah