Three-Level Classification on JD search logs 1.0 (test)
82.58Macro F1K-CARE w/ SCA + APR (Proposed)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| K-CARE w/ SCA + APR (Proposed)Framework=SCA + Analogical Prototype Reasoning2026.04 | 82.58 | 87.99 | 88.05 | |
| K-CARE w/ SCA (QSAP+PSAQ+TGKI)Framework=Symmetrical Contextual Anchoring, Configuration=QSAP+PSAQ+TGKI2026.04 | 82.39 | 87.85 | 87.94 | |
| K-CARE w/ SCA (QSAP+PSAQ)Framework=Symmetrical Contextual Anchoring, Configuration=QSAP+PSAQ2026.04 | 82.16 | 87.66 | 87.73 | |
| K-CARE w/ SCA (QSAP)Framework=Symmetrical Contextual Anchoring, Configuration=QSAP2026.04 | 82 | 87.53 | 87.61 | |
| LLM GRPOBackbone=Qwen3-8B, Mode=Optimization with GRPO2026.04 | 81.18 | 87.04 | 87.17 | |
| LLM SFTBackbone=Qwen3-8B, Mode=Supervised Fine-Tuning2026.04 | 80.97 | 86.82 | 86.95 | |
| LLM BaseBackbone=Qwen3-8B, Mode=Zero-shot2026.04 | 52.94 | 60.29 | 59.73 |