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Job-skill Extraction on GNEHM

68.76Precision

+kNN

Updated 1mo ago

Evaluation Results

Method	Links
+kNN 2026.04		68.76	60.27	64.23
+kNN+specific 2026.04		68.53	69.9	69.21
5-shot 2026.04		56.16	53.72	54.91
+kNN 2026.04		55.31	48.48	51.67
+kNN+specific 2026.04		51.89	52.92	52.4
Qwen2.5 (5-shot + kNN + data-specific prompt) 2026.04		50.96	56.71	53.68
Llama-3-8B-SRICL(B8-Our Method) 2026.04		50.93	52.41	51.66
SRICL-Qwen2.5-14B (Our method) 2026.04		44.08	38.83	41.29
Qwen2.5 (5-shot + kNN + data-specific prompt) 2026.04		34.95	38.72	36.74
Llama-3-8B (SRICL- Our Method) 2026.04		34.95	38.72	36.74
GPT-3.5 Version (+kNN+specific) 2026.04		29.9	64.8	40.9
5-shot 2026.04		26.64	63	37.44
SRICL-Qwen2.5-14B (Our method) 2026.04		24.67	40.14	30.56
zero-shot+specific (GPT-3.5) 2026.04		5.92	13.8	8.29
zero-shot+specific (GPT-3.5) 2026.04		5.11	3.42	4.1