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Job-skill Extraction on SKILLSPAN

75.22Precision

SRICL-Qwen2.5-14B (Our method)

Updated 1mo ago

Evaluation Results

Method	Links
SRICL-Qwen2.5-14B (Our method) 2026.04		75.22	77.43	76.31
5-shot 2026.04		74.47	61.95	67.63
+kNN 2026.04		71.67	61.58	66.25
SRICL-Qwen2.5-14B (Our method) 2026.04		53.83	55.36	54.59
5-shot 2026.04		35.46	29.5	32.21
Qwen2.5 (5-shot + kNN + data-specific prompt) 2026.04		33.14	31.83	32.48
Llama-3-8B-SRICL(B8-Our Method) 2026.04		31.5	55.09	40.08
+kNN 2026.04		26.96	23.17	24.92
+kNN+specific 2026.04		26.77	60.18	37.06
zero-shot+specific (GPT-3.5) 2026.04		21.43	9.68	13.33
+kNN+specific 2026.04		10.89	24.48	15.08
Qwen2.5 (5-shot + kNN + data-specific prompt) 2026.04		9.26	8.89	9.07
Llama-3-8B (SRICL- Our Method) 2026.04		9.26	8.89	9.07
GPT-3.5 Version (+kNN+specific) 2026.04		9.1	26.6	13.7
zero-shot+specific (GPT-3.5) 2026.04		3.08	11.94	4.9