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Next Occupation Prediction on Lightcast resume dataset 1,000 samples (test)

31.4Accuracy (EM)Qwen3-8B-Joint-SFT-DPO†
5.71212.38119.0525.719Apr 23, 2026

Evaluation results

MethodLinks
Qwen3-8B-Joint-SFT-DPO†Model Category=Proposed Models, Training Strategy=Joint-Model2026.0431.436.46
Qwen3-8B-Two-Model-SFT-DPO†Model Category=Proposed Models, Training Strategy=Two-Model2026.043135.35
Qwen3-8B-Joint-SFTModel Category=Proposed Models, Training Strategy=Joint-Model2026.0428.232.83
LLaMA-3.1-8B-Joint-SFT-DPOModel Category=Proposed Models, Training Strategy=Joint-Model2026.0427.632.85
Qwen3-8B-Two-Model-SFTModel Category=Proposed Models, Training Strategy=Two-Model2026.0427.432.24
LLaMA-3.1-8B-Joint-SFTModel Category=Proposed Models, Training Strategy=Joint-Model2026.0426.931.88
Qwen3-8B-Direct-SFTModel Category=No Reasoning2026.0426.731.92
LLaMa-3.1-8B-Two-Model-SFT-DPOModel Category=Proposed Models, Training Strategy=Two-Model2026.0426.731.62
LLaMa-3.1-8B-Two-Model-SFTModel Category=Proposed Models, Training Strategy=Two-Model2026.0426.131.12
LLaMA-3.1-8B-Direct-SFTModel Category=No Reasoning2026.0425.530.47
SASRecModel Category=Transformer Recommenders2026.0425.329.83
Qwen3-8BModel Category=Zero-shot CoT2026.0424.627.87
GPT-4.1Model Category=Zero-shot CoT2026.0423.928.86
BERT4RecModel Category=Transformer Recommenders2026.0423.628.82
LLaMA-3.1-8BModel Category=Zero-shot CoT2026.046.78.13