On the TalentCLEF 2025 benchmark, zero-shot prompting gave the best multilingual job-title matching result, while fine-tuned classification gave the best job-skill prediction result.
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NLPnorth @ TalentCLEF 2025: Comparing Discriminative, Contrastive, and Prompt-Based Methods for Job Title and Skill Matching
On the TalentCLEF 2025 benchmark, zero-shot prompting gave the best multilingual job-title matching result, while fine-tuned classification gave the best job-skill prediction result.