3 citations · 10 across the 11 of their papers we have counts for
13 papers
JSEEGraph: Joint Structured Event Extraction as Graph Parsing
Huiling You, Samia Touileb, Lilja Øvrelid
We propose a graph-based event extraction framework JSEEGraph that approaches the task of event extraction as general graph parsing in the tradition of Meaning Representation Parsi…
NorBench -- A Benchmark for Norwegian Language Models
David Samuel, Andrey Kutuzov, Samia Touileb +5
We present NorBench: a streamlined suite of NLP tasks and probes for evaluating Norwegian language models (LMs) on standardized data splits and evaluation metrics. We also introduc…
Learning Horn Envelopes via Queries from Large Language Models
Sophie Blum, Raoul Koudijs, Ana Ozaki +1
We investigate an approach for extracting knowledge from trained neural networks based on Angluin's exact learning model with membership and equivalence queries to an oracle. In th…
Measuring Normative and Descriptive Biases in Language Models Using Census Data
Samia Touileb, Lilja Øvrelid, Erik Velldal
We investigate in this paper how distributions of occupations with respect to gender is reflected in pre-trained language models. Such distributions are not always aligned to norma…
Measuring Harmful Representations in Scandinavian Language Models
Samia Touileb, Debora Nozza
Scandinavian countries are perceived as role-models when it comes to gender equality. With the advent of pre-trained language models and their widespread usage, we investigate to w…
EventGraph at CASE 2021 Task 1: A General Graph-based Approach to Protest Event Extraction
Huiling You, David Samuel, Samia Touileb +1
This paper presents our submission to the 2022 edition of the CASE 2021 shared task 1, subtask 4. The EventGraph system adapts an end-to-end, graph-based semantic parser to the tas…
EventGraph: Event Extraction as Semantic Graph Parsing
Huiling You, David Samuel, Samia Touileb +1
Event extraction involves the detection and extraction of both the event triggers and corresponding event arguments. Existing systems often decompose event extraction into multiple…
Annotating Norwegian Language Varieties on Twitter for Part-of-Speech
Petter Mæhlum, Andre Kåsen, Samia Touileb +1
Norwegian Twitter data poses an interesting challenge for Natural Language Processing (NLP) tasks. These texts are difficult for models trained on standardized text in one of the t…
NorDiaChange: Diachronic Semantic Change Dataset for Norwegian
Andrey Kutuzov, Samia Touileb, Petter Mæhlum +2
We describe NorDiaChange: the first diachronic semantic change dataset for Norwegian. NorDiaChange comprises two novel subsets, covering about 80 Norwegian nouns manually annotated…
The interplay between language similarity and script on a novel multi-layer Algerian dialect corpus
Samia Touileb, Jeremy Barnes
Recent years have seen a rise in interest for cross-lingual transfer between languages with similar typology, and between languages of various scripts. However, the interplay betwe…
NorDial: A Preliminary Corpus of Written Norwegian Dialect Use
Jeremy Barnes, Petter Mæhlum, Samia Touileb
Norway has a large amount of dialectal variation, as well as a general tolerance to its use in the public sphere. There are, however, few available resources to study this variatio…
Named Entity Recognition without Labelled Data: A Weak Supervision Approach
Pierre Lison, Aliaksandr Hubin, Jeremy Barnes +1
Named Entity Recognition (NER) performance often degrades rapidly when applied to target domains that differ from the texts observed during training. When in-domain labelled data i…
NoReC: The Norwegian Review Corpus
Erik Velldal, Lilja Øvrelid, Eivind Alexander Bergem +3
This paper presents the Norwegian Review Corpus (NoReC), created for training and evaluating models for document-level sentiment analysis. The full-text reviews have been collected…