Making LLMs Worth Every Penny: Resource-Limited Text Classification in Banking [PDF]
Standard Full-Data classifiers in NLP demand thousands of labeled examples, which is impractical in data-limited domains. Few-shot methods offer an alternative, utilizing contrastive learning techniques that can be effective with as little as 20 examples
L. Loukas +4 more
semanticscholar +1 more source
Budget Participation and Budget Goal Commitment: Does Religiosity Play a Role?
Research aim: This paper investigates whether religiosity, within a goal-setting context, affects goal commitment as well as moderates budget participation and budget goal commitment relationship. Design/Methodology/ Approach: A questionnaire survey was
Ruzita Jusoh +2 more
doaj +5 more sources
Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns [PDF]
Annotating new datasets for machine learning tasks is tedious, time-consuming, and costly. For segmentation applications, the burden is particularly high as manual delin-eations of relevant image content are often extremely expensive or can only be done ...
Javier Gamazo Tejero +4 more
semanticscholar +1 more source
Efficiency of the medium-term planning of federal expenditures in Germany: accuracy of budgetary projections [PDF]
The article examines the efficiency of medium-term financial planning in Germany from the point of view of the accuracy of budget projections for federal expenses.
Maria Gracheva
doaj +1 more source
Legal regulation of the principle of transparency in the budgetary process of the Republic of Poland
The article describes the organizational and legal foundation of the principle of budget transparency in Poland. The study considers the legal basis for access to information about the activities of public authorities and the legal foundation of the ...
Semen Yankevich
doaj +1 more source
Modern Budget Classification in the Public Finance System of Georgia
Market after the transition radically changed the financial management system in Georgia. The centralized budgetn system was replaced by a new budget system, based on independence and equality of budgets of different levels.
Merab Vanishvili, Lekso Lemonjava
semanticscholar +1 more source
THE BUDGET PROGRAM: ECONOMIC CONTENT AND PRACTICE OF IMPLEMENTATION [PDF]
The aim of the article is to analyse the practice of the economic content of budget programs’ implementation in Ukraine. The definition of the budget program is given. It is noted that, in the Ukrainian legislative area, there is a wide range of programs,
Iryna Shevchenko
doaj +1 more source
A Budget-Constrained Inverse Classification Framework for Smooth Classifiers [PDF]
Inverse classification is the process of manipulating an instance such that it is more likely to conform to a specific class. Past methods that address such a problem have shortcomings.
Michael T. Lash +3 more
semanticscholar +1 more source
Adversarial Clean Label Backdoor Attacks and Defenses on Text Classification Systems [PDF]
Clean-label (CL) attack is a form of data poisoning attack where an adversary modifies only the textual input of the training data, without requiring access to the labeling function.
Ashim Gupta, Amrith Krishna
semanticscholar +1 more source
As finance is the foundation and important pillar of the national governance system, the participation of residents in the core budget process is vital.
Tianyu Han, Guoqin Zhao, Jun Wang
doaj +1 more source

