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Unlike traditional citation analysis -- which assumes that all citations in a paper are equivalent -- citation context analysis considers the contextual information of individual citations. However, citation context analysis requires…

数字图书馆 · 计算机科学 2024-09-11 Kai Nishikawa , Hitoshi Koshiba

Large Language Models (LLMs) have ushered in a new era of text annotation, as their ease-of-use, high accuracy, and relatively low costs have meant that their use has exploded in recent months. However, the rapid growth of the field has…

计算与语言 · 计算机科学 2024-02-09 Petter Törnberg

Evaluating the quality of arguments is a crucial aspect of any system leveraging argument mining. However, it is a challenge to obtain reliable and consistent annotations regarding argument quality, as this usually requires domain-specific…

计算与语言 · 计算机科学 2024-04-16 Nailia Mirzakhmedova , Marcel Gohsen , Chia Hao Chang , Benno Stein

Large language models (LLMs) are increasingly used by researchers in the social sciences and humanities (SSH) for text analysis, particularly to automate text annotation. However, many researchers still face challenges in adopting LLMs,…

计算机与社会 · 计算机科学 2026-05-28 Qixiang Fang , Javier Garcia Bernardo , Erik-Jan van Kesteren

Large Language Models (LLMs) have shown promising results in a variety of literary tasks, often using complex memorized details of narration and fictional characters. In this work, we evaluate the ability of Llama-3 at attributing…

计算与语言 · 计算机科学 2025-01-28 Gaspard Michel , Elena V. Epure , Romain Hennequin , Christophe Cerisara

ChatGPT and other state-of-the-art large language models (LLMs) are rapidly transforming multiple fields, offering powerful tools for a wide range of applications. These models, commonly trained on vast datasets, exhibit human-like text…

Large language models (LLMs) have shown promise for automated text annotation, raising hopes that they might accelerate cross-cultural research by extracting structured data from ethnographic texts. We evaluated 7 state-of-the-art LLMs on…

计算与语言 · 计算机科学 2026-01-21 Leonardo S. Goodall , Dor Shilton , Daniel A. Mullins , Harvey Whitehouse

Large Language Models (LLMs) have emerged as powerful support tools across various natural language tasks and a range of application domains. Recent studies focus on exploring their capabilities for data annotation. This paper provides a…

计算与语言 · 计算机科学 2025-07-01 Maja Pavlovic , Massimo Poesio

Large language models (LLMs) have the potential to revolutionize computational social science, particularly in automated textual analysis. In this paper, we conduct a systematic evaluation of the promises and risks associated with using…

计算与语言 · 计算机科学 2025-07-29 Hao Lin , Yongjun Zhang

Textual data annotation, the process of labeling or tagging text with relevant information, is typically costly, time-consuming, and labor-intensive. While large language models (LLMs) have demonstrated their potential as direct…

计算与语言 · 计算机科学 2025-08-12 Yu-Min Tseng , Wei-Lin Chen , Chung-Chi Chen , Hsin-Hsi Chen

This study investigates the capabilities of large language models (LLMs), specifically ChatGPT, in annotating MT outputs based on an error typology. In contrast to previous work focusing mainly on general language, we explore ChatGPT's…

计算与语言 · 计算机科学 2025-04-22 Joachim Minder , Guillaume Wisniewski , Natalie Kübler

Large Language Models (LLMs) bring transformative benefits alongside unique challenges, including intellectual property (IP) and ethical concerns. This position paper explores a novel angle to mitigate these risks, drawing parallels between…

计算与语言 · 计算机科学 2024-04-02 Jie Huang , Kevin Chen-Chuan Chang

Public Narratives (PNs) are key tools for leadership development and civic mobilization, yet their systematic analysis remains challenging due to their subjective interpretation and the high cost of expert annotation. In this work, we…

计算与语言 · 计算机科学 2025-11-18 Elinor Poole-Dayan , Daniel T Kessler , Hannah Chiou , Margaret Hughes , Emily S Lin , Marshall Ganz , Deb Roy

Certain forms of linguistic annotation, like part of speech and semantic tagging, can be automated with high accuracy. However, manual annotation is still necessary for complex pragmatic and discursive features that lack a direct mapping to…

计算与语言 · 计算机科学 2024-12-10 Danni Yu , Luyang Li , Hang Su , Matteo Fuoli

The rise of Large Language Models (LLMs), such as LLaMA and ChatGPT, has opened new opportunities for enhancing recommender systems through improved explainability. This paper provides a systematic literature review focused on leveraging…

信息检索 · 计算机科学 2025-01-22 Alan Said

Large Language Models (LLMs) like ChatGPT or Bard have revolutionized information retrieval and captivated the audience with their ability to generate custom responses in record time, regardless of the topic. In this article, we assess the…

信息检索 · 计算机科学 2024-06-24 Mathieu Chartier , Nabil Dakkoune , Guillaume Bourgeois , Stéphane Jean

In support of open and reproducible research, there has been a rapidly increasing number of datasets made available for research. As the availability of datasets increases, it becomes more important to have quality metadata for discovering…

计算与语言 · 计算机科学 2023-10-18 Shiwei Zhang , Mingfang Wu , Xiuzhen Zhang

Metaphors are everywhere. They appear extensively across all domains of natural language, from the most sophisticated poetry to seemingly dry academic prose. A significant body of research in the cognitive science of language argues for the…

计算与语言 · 计算机科学 2024-10-14 Rebecca M. M. Hicke , Ross Deans Kristensen-McLachlan

Large Language Models (LLMs) such as ChatGPT demonstrated the potential to replicate human language abilities through technology, ranging from text generation to engaging in conversations. However, it remains controversial to what extent…

计算与语言 · 计算机科学 2025-07-09 Martin Schuele

Collecting labeled datasets in finance is challenging due to scarcity of domain experts and higher cost of employing them. While Large Language Models (LLMs) have demonstrated remarkable performance in data annotation tasks on general…

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