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Morphological tasks use large multi-lingual datasets that organize words into inflection tables, which then serve as training and evaluation data for various tasks. However, a closer inspection of these data reveals profound…

计算与语言 · 计算机科学 2022-10-20 Omer Goldman , Reut Tsarfaty

FActScore has gained popularity as a metric to estimate the factuality of long-form texts generated by Large Language Models (LLMs) in English. However, there has not been any work in studying the behavior of FActScore in other languages.…

计算与语言 · 计算机科学 2024-07-01 Kim Trong Vu , Michael Krumdick , Varshini Reddy , Franck Dernoncourt , Viet Dac Lai

In derivational morphology, what mechanisms govern the variation in form-meaning relations between words? The answers to this type of questions are typically based on intuition and on observations drawn from limited data, even when a wide…

计算与语言 · 计算机科学 2026-04-15 Hathout Nabil , Basilio Calderone , Fiammetta Namer , Franck Sajous

This paper introduces a novel, multi-source framework for the relational validation of Large Language Models (LLMs). While existing benchmarks have demonstrated LLMs' proficiency at factual recall, their ability to understand and reproduce…

社会与信息网络 · 计算机科学 2026-05-22 Moses Boudourides

Lombard, an underresourced language variety spoken by approximately 3.8 million people in Northern Italy and Southern Switzerland, lacks a unified orthographic standard. Multiple orthographic systems exist, creating challenges for NLP…

计算与语言 · 计算机科学 2026-03-31 Edoardo Signoroni , Pavel Rychlý

Morphologically rich languages accentuate two properties of distributional vector space models: 1) the difficulty of inducing accurate representations for low-frequency word forms; and 2) insensitivity to distinct lexical relations that…

计算与语言 · 计算机科学 2017-06-02 Ivan Vulić , Nikola Mrkšić , Roi Reichart , Diarmuid Ó Séaghdha , Steve Young , Anna Korhonen

Wikidata is a collaborative knowledge graph which provides machine-readable structured data for Wikimedia projects including Wikipedia. Managed by a community of volunteers, it has grown to become the most edited Wikimedia project. However,…

社会与信息网络 · 计算机科学 2025-06-11 Marisa Ripoll , Neal Reeves , Anelia Kurteva , Elena Simperl , Albert Meroño Peñuela , Klaus Diepold

Morphological inflection is a popular task in sub-word NLP with both practical and cognitive applications. For years now, state-of-the-art systems have reported high, but also highly variable, performance across data sets and languages. We…

计算与语言 · 计算机科学 2023-05-26 Jordan Kodner , Sarah Payne , Salam Khalifa , Zoey Liu

This paper describes a method to enrich lexical resources with content relating to linguistic diversity, based on knowledge from the field of lexical typology. We capture the phenomenon of diversity through the notions of lexical gap and…

Any piece of knowledge is usually expressed in one or a handful of natural languages on the web or in any large corpus. Large Language Models (LLMs) act as a bridge by acquiring knowledge from a source language and making it accessible when…

计算与语言 · 计算机科学 2025-10-20 Vihari Piratla , Purvam Jain , Darshan Singh , Partha Talukdar , Trevor Cohn

We test the hypothesis that the extent to which one obtains information on a given topic through Wikipedia depends on the language in which it is consulted. Controlling the size factor, we investigate this hypothesis for a number of 25…

计算与语言 · 计算机科学 2021-06-01 Alexander Mehler , Wahed Hemati , Pascal Welke , Maxim Konca , Tolga Uslu

Reference texts such as encyclopedias and news articles can manifest biased language when objective reporting is substituted by subjective writing. Existing methods to detect bias mostly rely on annotated data to train machine learning…

计算与语言 · 计算机科学 2021-12-20 Timo Spinde , David Krieger , Manuel Plank , Bela Gipp

Understanding the features of and mechanisms behind language learning can provide insights into the general process of knowledge acquisition. Recent methods from network science applied to language learning have advanced the field,…

神经元与认知 · 定量生物学 2017-09-04 Ann E. Sizemore , Elisabeth A. Karuza , Chad Giusti , Danielle S. Bassett

Recent years have seen exceptional strides in the task of automatic morphological inflection generation. However, for a long tail of languages the necessary resources are hard to come by, and state-of-the-art neural methods that work well…

计算与语言 · 计算机科学 2019-08-21 Antonios Anastasopoulos , Graham Neubig

Linguistic errors are not merely deviations from normative grammar; they offer a unique window into the cognitive architecture of language and expose the current limitations of artificial systems that seek to replicate them. This project…

计算与语言 · 计算机科学 2025-11-04 Francisco Portillo López

While the NLP community is generally aware of resource disparities among languages, we lack research that quantifies the extent and types of such disparity. Prior surveys estimating the availability of resources based on the number of…

计算与语言 · 计算机科学 2022-11-29 Xinyan Velocity Yu , Akari Asai , Trina Chatterjee , Junjie Hu , Eunsol Choi

Many real-world questions appear deceptively simple yet implicitly demand two capabilities: (i) systematic coverage of a bounded knowledge universe and (ii) compositional set-based reasoning over that universe, a phenomenon we term "the tip…

人工智能 · 计算机科学 2026-04-21 Xiao Zhang , Qianru Meng , Yongjian Chen , Yumeng Wang , Johan Bos

We propose to cast the task of morphological inflection - mapping a lemma to an indicated inflected form - for resource-poor languages as a meta-learning problem. Treating each language as a separate task, we use data from high-resource…

计算与语言 · 计算机科学 2020-04-29 Katharina Kann , Samuel R. Bowman , Kyunghyun Cho

Access to reliable mental health information is vital for early help-seeking, yet expanding knowledge bases is resource-intensive and often misaligned with user needs. This results in poor performance of retrieval systems when presented…

信息检索 · 计算机科学 2025-11-25 Amanda Chan , James Jiayu Liu , He Kai , Onno P. Kampman

Language Models (LMs) become outdated as the world changes; they often fail to perform tasks requiring recent factual information which was absent or different during training, a phenomenon called temporal misalignment. This is especially a…

计算与语言 · 计算机科学 2023-04-13 Joel Jang , Seonghyeon Ye , Changho Lee , Sohee Yang , Joongbo Shin , Janghoon Han , Gyeonghun Kim , Minjoon Seo
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