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In this paper, we describe our submission to the WMT19 low-resource parallel corpus filtering shared task. Our main approach is based on the LASER toolkit (Language-Agnostic SEntence Representations), which uses an encoder-decoder…

计算与语言 · 计算机科学 2019-06-24 Vishrav Chaudhary , Yuqing Tang , Francisco Guzmán , Holger Schwenk , Philipp Koehn

While question-like queries are gaining popularity and search engines' users increasingly adopt them, keyphrase search has traditionally been the cornerstone of web search. This query type is also prevalent in specialised search tasks such…

信息检索 · 计算机科学 2024-12-05 Jorge Gabín , Javier Parapar , Craig Macdonald

Large language models such as GPT-3 have demonstrated an impressive capability to adapt to new tasks without requiring task-specific training data. This capability has been particularly effective in settings such as narrative question…

计算机视觉与模式识别 · 计算机科学 2023-11-03 Jiwan Chung , Youngjae Yu

The performance of large language models in domain-specific tasks necessitates fine-tuning, which is computationally expensive and technically challenging. This paper focuses on parameter-efficient fine-tuning using soft prompting, a…

计算与语言 · 计算机科学 2025-06-09 Ananth Muppidi , Abhilash Nandy , Sambaran Bandyopadhyay

The task of Spell Correction(SC) in low-resource languages presents a significant challenge due to the availability of only a limited corpus of data and no annotated spelling correction datasets. To tackle these challenges a small-scale…

计算与语言 · 计算机科学 2024-06-14 Nishant Luitel , Nirajan Bekoju , Anand Kumar Sah , Subarna Shakya

Query expansion is a widely used technique to improve the recall of search systems. In this paper, we propose an approach to query expansion that leverages the generative abilities of Large Language Models (LLMs). Unlike traditional query…

信息检索 · 计算机科学 2023-05-08 Rolf Jagerman , Honglei Zhuang , Zhen Qin , Xuanhui Wang , Michael Bendersky

The promise of Large Language Models (LLMs) in Natural Language Processing has often been overshadowed by their limited performance in low-resource languages such as Bangla. To address this, our paper presents a pioneering approach that…

计算与语言 · 计算机科学 2023-12-05 Xiaoqian Li , Ercong Nie , Sheng Liang

Annotation projection is an important area in NLP that can greatly contribute to creating language resources for low-resource languages. Word alignment plays a key role in this setting. However, most of the existing word alignment methods…

计算与语言 · 计算机科学 2021-06-17 Ehsaneddin Asgari , Masoud Jalili Sabet , Philipp Dufter , Christopher Ringlstetter , Hinrich Schütze

Event detection (ED) is aimed to identify the key trigger words in unstructured text and predict the event types accordingly. Traditional ED models are too data-hungry to accommodate real applications with scarce labeled data. Besides,…

计算与语言 · 计算机科学 2023-05-17 Siyuan Wang , Jianming Zheng , Xuejun Hu , Fei Cai , Chengyu Song , Xueshan Luo

Although pretrained language models (PLMs) can be prompted to perform a wide range of language tasks, it remains an open question how much this ability comes from generalizable linguistic understanding versus surface-level lexical patterns.…

计算与语言 · 计算机科学 2023-05-23 Terra Blevins , Hila Gonen , Luke Zettlemoyer

In recent times, more and more people are posting about their mental states across various social media platforms. Leveraging this data, AI-based systems can be developed that help in assessing the mental health of individuals, such as…

人机交互 · 计算机科学 2024-12-20 Chayan Tank , Shaina Mehta , Sarthak Pol , Vinayak Katoch , Avinash Anand , Raj Jaiswal , Rajiv Ratn Shah

Large Language Models (LLMs) such as ChatGPT have demonstrated remarkable performance across various tasks and have garnered significant attention from both researchers and practitioners. However, in an educational context, we still observe…

计算与语言 · 计算机科学 2023-08-01 Semere Kiros Bitew , Johannes Deleu , Chris Develder , Thomas Demeester

Large language models have exhibited significant proficiency in languages endowed with extensive linguistic resources, such as English and Chinese. Nevertheless, their effectiveness notably diminishes when applied to languages characterized…

计算与语言 · 计算机科学 2024-04-16 Sophia Maria

Cross-lingual transfer (XLT) is an emergent ability of multilingual language models that preserves their performance on a task to a significant extent when evaluated in languages that were not included in the fine-tuning process. While…

计算与语言 · 计算机科学 2023-10-27 Taejun Yun , Jinhyeon Kim , Deokyeong Kang , Seong Hoon Lim , Jihoon Kim , Taeuk Kim

We consider a novel variant of the contextual bandit problem (i.e., the multi-armed bandit with side-information, or context, available to a decision-maker) where the reward associated with each context-based decision may not always be…

机器学习 · 计算机科学 2020-07-21 Djallel Bouneffouf , Sohini Upadhyay , Yasaman Khazaeni

To increase revenue, news websites often resort to using deceptive news titles, luring users into clicking on the title and reading the full news. Clickbait detection is the task that aims to automatically detect this form of false…

计算与语言 · 计算机科学 2023-10-11 Daria-Mihaela Broscoteanu , Radu Tudor Ionescu

IR in low-resource languages remains limited by the scarcity of high-quality, task-specific annotated datasets. Manual annotation is expensive and difficult to scale, while using large language models (LLMs) as automated annotators…

计算与语言 · 计算机科学 2026-02-24 Md. Najib Hasan , Mst. Jannatun Ferdous Rain , Fyad Mohammed , Nazmul Siddique

Recent advances in Large Language Models (LLMs) have significantly reshaped the landscape of Natural Language Processing (NLP). Among the various prompting techniques, few-shot prompting has gained considerable attention for its…

计算与语言 · 计算机科学 2025-10-07 Deshan Sumanathilaka , Nicholas Micallef , Julian Hough

Sensational headlines are headlines that capture people's attention and generate reader interest. Conventional abstractive headline generation methods, unlike human writers, do not optimize for maximal reader attention. In this paper, we…

计算与语言 · 计算机科学 2019-09-10 Peng Xu , Chien-Sheng Wu , Andrea Madotto , Pascale Fung

Question answering (QA) in English has been widely explored, but multilingual datasets are relatively new, with several methods attempting to bridge the gap between high- and low-resourced languages using data augmentation through…

计算与语言 · 计算机科学 2021-06-01 Arnab Debnath , Navid Rajabi , Fardina Fathmiul Alam , Antonios Anastasopoulos