NLPnorth @ TalentCLEF 2025: Comparing Discriminative, Contrastive, and Prompt-Based Methods for Job Title and Skill Matching
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Mike, van der Goot, Rob |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Overview of the TalentCLEF 2025: Skill and Job Title Intelligence for Human Capital Management
by: Gasco, Luis, et al.
Published: (2025)
by: Gasco, Luis, et al.
Published: (2025)
Deep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings
by: Senger, Elena, et al.
Published: (2024)
by: Senger, Elena, et al.
Published: (2024)
Entity Linking in the Job Market Domain
by: Zhang, Mike, et al.
Published: (2024)
by: Zhang, Mike, et al.
Published: (2024)
NNOSE: Nearest Neighbor Occupational Skill Extraction
by: Zhang, Mike, et al.
Published: (2024)
by: Zhang, Mike, et al.
Published: (2024)
Big City Bias: Evaluating the Impact of Metropolitan Size on Computational Job Market Abilities of Language Models
by: Campanella, Charlie, et al.
Published: (2024)
by: Campanella, Charlie, et al.
Published: (2024)
SnakModel: Lessons Learned from Training an Open Danish Large Language Model
by: Zhang, Mike, et al.
Published: (2024)
by: Zhang, Mike, et al.
Published: (2024)
Do Syntactic Categories Help in Developmentally Motivated Curriculum Learning for Language Models?
by: Güven, Arzu Burcu, et al.
Published: (2025)
by: Güven, Arzu Burcu, et al.
Published: (2025)
DaKultur: Evaluating the Cultural Awareness of Language Models for Danish with Native Speakers
by: Müller-Eberstein, Max, et al.
Published: (2025)
by: Müller-Eberstein, Max, et al.
Published: (2025)
KARRIEREWEGE: A Large Scale Career Path Prediction Dataset
by: Senger, Elena, et al.
Published: (2024)
by: Senger, Elena, et al.
Published: (2024)
data2lang2vec: Data Driven Typological Features Completion
by: Amirzadeh, Hamidreza, et al.
Published: (2024)
by: Amirzadeh, Hamidreza, et al.
Published: (2024)
EEVEE: An Easy Annotation Tool for Natural Language Processing
by: Sorensen, Axel, et al.
Published: (2024)
by: Sorensen, Axel, et al.
Published: (2024)
Can Humans Identify Domains?
by: Barrett, Maria, et al.
Published: (2024)
by: Barrett, Maria, et al.
Published: (2024)
Multilingual JobBERT for Cross-Lingual Job Title Matching
by: Decorte, Jens-Joris, et al.
Published: (2025)
by: Decorte, Jens-Joris, et al.
Published: (2025)
JOBSKAPE: A Framework for Generating Synthetic Job Postings to Enhance Skill Matching
by: Magron, Antoine, et al.
Published: (2024)
by: Magron, Antoine, et al.
Published: (2024)
RankPO: Preference Optimization for Job-Talent Matching
by: Zhang, Yafei, et al.
Published: (2025)
by: Zhang, Yafei, et al.
Published: (2025)
Crossing Domains without Labels: Distant Supervision for Term Extraction
by: Senger, Elena, et al.
Published: (2025)
by: Senger, Elena, et al.
Published: (2025)
From Smør-re-brød to Subwords: Training LLMs on Danish, One Morpheme at a Time
by: Kildeberg, Mikkel Wildner, et al.
Published: (2025)
by: Kildeberg, Mikkel Wildner, et al.
Published: (2025)
Measuring Gender Bias in Job Title Matching for Grammatical Gender Languages
by: García-Sardiña, Laura, et al.
Published: (2025)
by: García-Sardiña, Laura, et al.
Published: (2025)
SINAI at eRisk@CLEF 2025: Transformer-Based and Conversational Strategies for Depression Detection
by: Marmol-Romero, Alba Maria, et al.
Published: (2025)
by: Marmol-Romero, Alba Maria, et al.
Published: (2025)
Rethinking Skill Extraction in the Job Market Domain using Large Language Models
by: Nguyen, Khanh Cao, et al.
Published: (2024)
by: Nguyen, Khanh Cao, et al.
Published: (2024)
UniSkill: A Dataset for Matching University Curricula to Professional Competencies
by: Musazade, Nurlan, et al.
Published: (2026)
by: Musazade, Nurlan, et al.
Published: (2026)
Towards Explainable Job Title Matching: Leveraging Semantic Textual Relatedness and Knowledge Graphs
by: Zadykian, Vadim, et al.
Published: (2025)
by: Zadykian, Vadim, et al.
Published: (2025)
Learning Job Title Representation from Job Description Aggregation Network
by: Laosaengpha, Napat, et al.
Published: (2024)
by: Laosaengpha, Napat, et al.
Published: (2024)
ConFit: Improving Resume-Job Matching using Data Augmentation and Contrastive Learning
by: Yu, Xiao, et al.
Published: (2024)
by: Yu, Xiao, et al.
Published: (2024)
Computational Job Market Analysis with Natural Language Processing
by: Zhang, Mike
Published: (2024)
by: Zhang, Mike
Published: (2024)
How to Encode Domain Information in Relation Classification
by: Bassignana, Elisa, et al.
Published: (2024)
by: Bassignana, Elisa, et al.
Published: (2024)
LLM-Guided Planning and Summary-Based Scientific Text Simplification: DS@GT at CLEF 2025 SimpleText
by: Marturi, Krishna Chaitanya, et al.
Published: (2025)
by: Marturi, Krishna Chaitanya, et al.
Published: (2025)
Enhancing Job Matching: Occupation, Skill and Qualification Linking with the ESCO and EQF taxonomies
by: Saroglou, Stylianos, et al.
Published: (2025)
by: Saroglou, Stylianos, et al.
Published: (2025)
Comparative Analysis of Encoder-Based NER and Large Language Models for Skill Extraction from Russian Job Vacancies
by: Matkin, Nikita, et al.
Published: (2024)
by: Matkin, Nikita, et al.
Published: (2024)
MSA at ImageCLEF 2025 Multimodal Reasoning: Multilingual Multimodal Reasoning With Ensemble Vision Language Models
by: Ahmed, Seif, et al.
Published: (2025)
by: Ahmed, Seif, et al.
Published: (2025)
Hallucination Detection and Mitigation in Scientific Text Simplification using Ensemble Approaches: DS@GT at CLEF 2025 SimpleText
by: Marturi, Krishna Chaitanya, et al.
Published: (2025)
by: Marturi, Krishna Chaitanya, et al.
Published: (2025)
The CLEF-2026 CheckThat! Lab: Advancing Multilingual Fact-Checking
by: Struß, Julia Maria, et al.
Published: (2026)
by: Struß, Julia Maria, et al.
Published: (2026)
GemDetox at TextDetox CLEF 2025: Enhancing a Massively Multilingual Model for Text Detoxification on Low-resource Languages
by: Dang, Trung Duc Anh, et al.
Published: (2025)
by: Dang, Trung Duc Anh, et al.
Published: (2025)
Hierarchical Classification of Transversal Skills in Job Ads Based on Sentence Embeddings
by: Leon, Florin, et al.
Published: (2024)
by: Leon, Florin, et al.
Published: (2024)
Job Skill Extraction via LLM-Centric Multi-Module Framework
by: Li, Guojing, et al.
Published: (2026)
by: Li, Guojing, et al.
Published: (2026)
UM_FHS at the CLEF 2025 SimpleText Track: Comparing No-Context and Fine-Tune Approaches for GPT-4.1 Models in Sentence and Document-Level Text Simplification
by: Kocbek, Primoz, et al.
Published: (2025)
by: Kocbek, Primoz, et al.
Published: (2025)
IDGen: Item Discrimination Induced Prompt Generation for LLM Evaluation
by: Lin, Fan, et al.
Published: (2024)
by: Lin, Fan, et al.
Published: (2024)
SkillMatch: Evaluating Self-supervised Learning of Skill Relatedness
by: Decorte, Jens-Joris, et al.
Published: (2024)
by: Decorte, Jens-Joris, et al.
Published: (2024)
The CLEF-2025 CheckThat! Lab: Subjectivity, Fact-Checking, Claim Normalization, and Retrieval
by: Alam, Firoj, et al.
Published: (2025)
by: Alam, Firoj, et al.
Published: (2025)
MultiLexNorm++: A Unified Benchmark and a Generative Model for Lexical Normalization for Asian Languages
by: Buaphet, Weerayut, et al.
Published: (2026)
by: Buaphet, Weerayut, et al.
Published: (2026)
Similar Items
-
Overview of the TalentCLEF 2025: Skill and Job Title Intelligence for Human Capital Management
by: Gasco, Luis, et al.
Published: (2025) -
Deep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings
by: Senger, Elena, et al.
Published: (2024) -
Entity Linking in the Job Market Domain
by: Zhang, Mike, et al.
Published: (2024) -
NNOSE: Nearest Neighbor Occupational Skill Extraction
by: Zhang, Mike, et al.
Published: (2024) -
Big City Bias: Evaluating the Impact of Metropolitan Size on Computational Job Market Abilities of Language Models
by: Campanella, Charlie, et al.
Published: (2024)