Irrelevant Classification on JD search logs 1.0 (test)
92.42PrecisionLLM Base
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM BaseBackbone=Qwen3-8B, Mode=Zero-shot2026.04 | 92.42 | 39.72 | 55.56 | |
| K-CARE w/ SCA (QSAP)Framework=Symmetrical Contextual Anchoring, Configuration=QSAP2026.04 | 90.7 | 90.78 | 90.74 | |
| K-CARE w/ SCA + APR (Proposed)Framework=SCA + Analogical Prototype Reasoning2026.04 | 90.68 | 91.51 | 91.09 | |
| K-CARE w/ SCA (QSAP+PSAQ)Framework=Symmetrical Contextual Anchoring, Configuration=QSAP+PSAQ2026.04 | 90.61 | 91.07 | 90.84 | |
| K-CARE w/ SCA (QSAP+PSAQ+TGKI)Framework=Symmetrical Contextual Anchoring, Configuration=QSAP+PSAQ+TGKI2026.04 | 90.49 | 91.5 | 90.99 | |
| LLM SFTBackbone=Qwen3-8B, Mode=Supervised Fine-Tuning2026.04 | 89.91 | 90.3 | 90.11 | |
| LLM GRPOBackbone=Qwen3-8B, Mode=Optimization with GRPO2026.04 | 89.66 | 91.3 | 90.48 |