HHU at SemEval-2023 Task 3: An Adapter-based Approach for News Genre Classification

被引:0
|
作者
Billert, Fabian [1 ]
Conrad, Stefan [1 ]
机构
[1] Heinrich Heine Univ Dusseldorf, Dusseldorf, Germany
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes our approach for Subtask 1 of Task 3 at SemEval-2023. In this subtask, task participants were asked to classify multilingual news articles for one of three classes: Reporting, Opinion Piece or Satire. By training an AdapterFusion layer composing the task-adapters from different languages, we successfully combine the language-exclusive knowledge and show that this improves the results in nearly all cases, including in zero-shot scenarios.
引用
收藏
页码:1166 / 1171
页数:6
相关论文
共 50 条
  • [21] John Boy Walton at SemEval-2023 Task 5: An Ensemble Approach to Spoiler Classification and Retrieval for Clickbait Spoiling
    Shmalts, Maksim
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 2100 - 2106
  • [22] Appeal for attention at SemEval-2023 Task 3: Data augmentation and extension strategies for detection of online news persuasion techniques
    Sergiu, Amihaesei
    Laura, Cornei
    George, Stoica
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 616 - 623
  • [23] RIGA at SemEval-2023 Task 2: NER enhanced with GPT-3
    Mukans, Eduards
    Barzdins, Guntis
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 331 - 339
  • [24] SemEval-2023 Task 3: Detecting the Category, the Framing, and the Persuasion Techniques in Online News in a Multi-lingual Setup
    Piskorski, Jakub
    Stefanovitch, Nicolas
    Da San Martino, Giovanni
    Nakov, Preslav
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 2343 - 2361
  • [25] NL4IA at SemEval-2023 Task 3: A Comparison of Sequence Classification and Token Classification to Detect Persuasive Techniques
    Pritzkau, Albert
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 794 - 799
  • [26] IXA at SemEval-2023 Task 2: Baseline Xlm-Roberta-base Approach
    Andres Santamaria, Edgar
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 379 - 381
  • [27] NLPeople at SemEval-2023 Task 2: A Staged Approach for Multilingual Named Entity Recognition
    Elkaref, Mohab
    Herr, Nathan
    Tanaka, Shinnosuke
    De Mel, Geeth
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 1148 - 1153
  • [28] UTB-NLP at SemEval-2023 Task 3: Weirdness, Lexical Features for Detecting Categorical Framings, and Persuasion in Online News
    Cuadrado, Juan
    Martinez, Elizabeth
    Morillo, Anderson
    Kevin Sossa, Daniel Pena
    Martinez-Santos, Juan Carlos
    Puertas, Edwin
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 1551 - 1557
  • [29] GMNLP at SemEval-2023 Task 12: Sentiment Analysis with Phylogeny-Based Adapters
    Ibn Alam, Md Mahfuz
    Xie, Ruoyu
    Faisal, Fahim
    Anastasopoulos, Antonios
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 1172 - 1182
  • [30] TeamUnibo at SemEval-2023 Task 6: A transformer based approach to Rhetorical Roles prediction and NER in Legal Texts
    Noviello, Yuri
    Pallotta, Enrico
    Pinzarrone, Flavio
    Tanzi, Giuseppe
    17TH INTERNATIONAL WORKSHOP ON SEMANTIC EVALUATION, SEMEVAL-2023, 2023, : 275 - 284