A 109M-parameter bi-encoder with token-level attention, ConTeXT-match, achieves state-of-the-art skill extraction on most ESCO benchmarks at a fraction of the cost of LLM pipelines.
Data science for job market analysis: A survey on applications and techniques.Expert Systems with Applications, 251:124101, 2024
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Efficient Text Encoders for Labor Market Analysis
A 109M-parameter bi-encoder with token-level attention, ConTeXT-match, achieves state-of-the-art skill extraction on most ESCO benchmarks at a fraction of the cost of LLM pipelines.