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Modern large language models (LLMs) are typically trained and deployed using structured role tags (e.g. system, user, assistant, tool) that explicitly mark the source of each piece of context. While these tags are essential for instruction…

计算与语言 · 计算机科学 2026-04-21 Xu Pan , Jingxuan Fan , Zidi Xiong , Ely Hahami , Jorin Overwiening , Ziqian Xie

Conventional Unsupervised Domain Adaptation (UDA) strives to minimize distribution discrepancy between domains, which neglects to harness rich semantics from data and struggles to handle complex domain shifts. A promising technique is to…

人工智能 · 计算机科学 2024-03-06 Zhekai Du , Xinyao Li , Fengling Li , Ke Lu , Lei Zhu , Jingjing Li

In this paper, we first open on important issues regarding the Penn Korean Universal Treebank (PKT-UD) and address these issues by revising the entire corpus manually with the aim of producing cleaner UD annotations that are more faithful…

计算与语言 · 计算机科学 2020-05-27 Tae Hwan Oh , Ji Yoon Han , Hyonsu Choe , Seokwon Park , Han He , Jinho D. Choi , Na-Rae Han , Jena D. Hwang , Hansaem Kim

Argument mining is to analyze argument structure and extract important argument information from unstructured text. An argument mining system can help people automatically gain causal and logical information behind the text. As…

计算与语言 · 计算机科学 2023-09-19 Lang Cao

This paper has two goals. First, we present the turn-taking annotation layers created for 95 minutes of conversational speech of the Graz Corpus of Read and Spontaneous Speech (GRASS), available to the scientific community. Second, we…

计算与语言 · 计算机科学 2025-04-15 Anneliese Kelterer , Barbara Schuppler

We report on a recently initiated project which aims at building a multi-layered parallel treebank of English and German. Particular attention is devoted to a dedicated predicate-argument layer which is used for aligning translationally…

计算与语言 · 计算机科学 2007-05-23 Lea Cyrus , Hendrik Feddes , Frank Schumacher

This paper describes our resource-building results for an eight-week JHU Human Language Technology Center of Excellence Summer Camp for Applied Language Exploration (SCALE-2009) on Semantically-Informed Machine Translation. Specifically, we…

计算与语言 · 计算机科学 2014-10-21 Kathryn Baker , Michael Bloodgood , Bonnie J. Dorr , Nathaniel W. Filardo , Lori Levin , Christine Piatko

Human annotations play a crucial role in evaluating the performance of GenAI models. Two common challenges in practice, however, are missing annotations (the response variable of interest) and cluster dependence among human-AI interactions…

统计方法学 · 统计学 2025-10-27 Zhenghao Zeng , David Arbour , Avi Feller , Ishita Dasgupta , Atanu R Sinha , Edward H. Kennedy

This document describes a recommended syntax for writing the string representation of unit labels ("VOUnits"). In addition, it describes a set of recognised and deprecated units, which is as far as possible consistent with other relevant…

天体物理仪器与方法 · 物理学 2019-05-22 Markus Demleitner , Sebastien Derriere , Norman Gray , Mireille Louys , Francois Ochsenbein

This work investigates the use of interactively updated label suggestions to improve upon the efficiency of gathering annotations on the task of opinion mining in German Covid-19 social media data. We develop guidelines to conduct a…

计算与语言 · 计算机科学 2021-06-09 Tilman Beck , Ji-Ung Lee , Christina Viehmann , Marcus Maurer , Oliver Quiring , Iryna Gurevych

The development of lexicalized grammars, particularly Tree-Adjoining Grammar (TAG), has significantly advanced our understanding of syntax and semantics in natural language processing (NLP). While existing syntactic resources like the Penn…

计算与语言 · 计算机科学 2025-04-15 Jungyeul Park

In this study, we examine the reliability of AI-based Voting Advice Applications (VAAs) and large language models (LLMs) in providing objective political information. Our analysis is based upon a comparison with party responses to 38…

We describe an annotation scheme and a tool developed for creating linguistically annotated corpora for non-configurational languages. Since the requirements for such a formalism differ from those posited for configurational languages,…

cmp-lg · 计算机科学 2008-02-03 Wojciech Skut , Brigitte Krenn , Thorsten Brants , Hans Uszkoreit

This paper addresses issues in automated treebank construction. We show how standard part-of-speech tagging techniques extend to the more general problem of structural annotation, especially for determining grammatical functions and…

cmp-lg · 计算机科学 2008-02-03 Thorsten Brants , Wojciech Skut , Brigitte Krenn

Modeling complex subjective tasks in Natural Language Processing, such as recognizing emotion and morality, is considerably challenging due to significant variation in human annotations. This variation often reflects reasonable differences…

计算与语言 · 计算机科学 2025-11-12 Georgios Chochlakis , Peter Wu , Arjun Bedi , Marcus Ma , Kristina Lerman , Shrikanth Narayanan

The Eureka-147 Digital Audio Broadcasting (DAB) standard defines the 'dynamic labels' data field for holding information about the transmission content. However, this information does not follow a well-defined structure since it is designed…

综合文献 · 计算机科学 2007-05-23 Darran Nathan , Eva Rosdiana , Chua Beng Koon

The Universal Dependencies (UD) project has significantly expanded linguistic coverage across 161 languages, yet Luxembourgish, a West Germanic language spoken by approximately 400,000 people, has remained absent until now. In this paper,…

计算与语言 · 计算机科学 2024-11-08 Alistair Plum , Caroline Döhmer , Emilia Milano , Anne-Marie Lutgen , Christoph Purschke

Mask-based annotation of medical images, especially for 3D data, is a bottleneck in developing reliable machine learning models. Using minimal-labor user interactions (UIs) to guide the annotation is promising, but challenges remain on best…

计算机视觉与模式识别 · 计算机科学 2020-09-08 Ashwin Raju , Zhanghexuan Ji , Chi Tung Cheng , Jinzheng Cai , Junzhou Huang , Jing Xiao , Le Lu , ChienHung Liao , Adam P. Harrison

Deep learning requires large amounts of data, and a well-defined pipeline for labeling and augmentation. Current solutions support numerous computer vision tasks with dedicated annotation types and formats, such as bounding boxes, polygons,…

机器人学 · 计算机科学 2023-12-01 G. Sharma , A. Angleraud , R. Pieters

High-quality Machine Translation (MT) evaluation relies heavily on human judgments. Comprehensive error classification methods, such as Multidimensional Quality Metrics (MQM), are expensive as they are time-consuming and can only be done by…

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