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Job-skill Extraction on GREEN

92.52Precision

+kNN

Updated 1mo ago

Evaluation Results

Method	Links
+kNN 2026.04		92.52	69.72	79.52
+kNN+specific 2026.04		69.82	63.5	66.51
Qwen2.5 (5-shot + kNN + data-specific prompt) 2026.04		67.15	43.48	52.78
SRICL-Qwen2.5-14B (Our method) 2026.04		63.84	65.53	64.67
GPT-3.5 Version (+kNN+specific) 2026.04		30.8	32.8	31.8
+kNN+specific 2026.04		30.02	27.3	28.59
SRICL-Qwen2.5-14B (Our method) 2026.04		26.69	20.54	23.21
5-shot 2026.04		25.9	60.14	70.82
5-shot 2026.04		24.53	8.72	12.87
Llama-3-8B-SRICL(B8-Our Method) 2026.04		23.98	20.98	22.38
+kNN 2026.04		22.86	18.31	20.88
Qwen2.5 (5-shot + kNN + data-specific prompt) 2026.04		18.94	11.76	14.51
Llama-3-8B (SRICL- Our Method) 2026.04		18.94	11.76	14.51
zero-shot+specific (GPT-3.5) 2026.04		7.89	2.1	3.32
zero-shot+specific (GPT-3.5) 2026.04		1.54	4.76	2.326