5 citations · 8 across the 7 of their papers we have counts for
5 papers · 1 filter
Automating the Analysis of Institutional Design in International Agreements
Anna Wróblewska, Bartosz Pieliński, Karolina Seweryn +4
This paper explores the automatic knowledge extraction of formal institutional design - norms, rules, and actors - from international agreements. The focus was to analyze the relat…
Enriching language models with graph-based context information to better understand textual data
Albert Roethel, Maria Ganzha, Anna Wróblewska
A considerable number of texts encountered daily are somehow connected with each other. For example, Wikipedia articles refer to other articles via hyperlinks, scientific papers re…
Revisiting Distance Metric Learning for Few-Shot Natural Language Classification
Witold Sosnowski, Anna Wróblewska, Karolina Seweryn +1
Distance Metric Learning (DML) has attracted much attention in image processing in recent years. This paper analyzes its impact on supervised fine-tuning language models for Natura…
Distance Metric Learning Loss Functions in Few-Shot Scenarios of Supervised Language Models Fine-Tuning
Witold Sosnowski, Karolina Seweryn, Anna Wróblewska +1
This paper presents an analysis regarding an influence of the Distance Metric Learning (DML) loss functions on the supervised fine-tuning of the language models for classification…
Entity Graph Extraction from Legal Acts -- a Prototype for a Use Case in Policy Design Analysis
Anna Wróblewska, Bartosz Pieliński, Karolina Seweryn +4
This paper presents research on a prototype developed to serve the quantitative study of public policy design. This sub-discipline of political science focuses on identifying actor…