Product Mapping on internal product-mapping (test)
86.4AccuracyMulti-Agent Retrieval-Augmented Generation (BM25)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Multi-Agent Retrieval-Augmented Generation (BM25)Type=Multi-Agent RAG2026.04 | 86.4 | 89.11 | 61.22 | 72.58 | |
| GPT-5.4 reasoningType=Reasoning LLM2026.04 | 86.3 | 97.58 | 54.76 | 70.15 | |
| LoRA + ReasoningMethod Family=EPM-RL, Optimization=LoRA2026.04 | 85.7 | 71.03 | 86.73 | 78.1 | |
| Zero Shot InferenceType=Single inference2026.04 | 85.4 | 81.09 | 65.65 | 72.56 | |
| Retrieval-Augmented Generation (BM25)Type=RAG2026.04 | 84.9 | 72.27 | 78.91 | 75.45 | |
| Chain-of-Thought ReasoningType=Single inference2026.04 | 84.5 | 86.39 | 56.12 | 68.04 | |
| LoRA + GRPO ReasoningMethod Family=EPM-RL, Optimization=LoRA + GRPO2026.04 | 84.5 | 78.15 | 87.35 | 81.2 | |
| Entity-Attribute ReasoningType=Single inference2026.04 | 84.4 | 87.5 | 54.76 | 67.36 | |
| RoBERTa-baseType=Encoder Binary Classifier2026.04 | 83.67 | 74.05 | 73.26 | 73.66 | |
| RoBERTa-LargeType=Encoder Binary Classifier2026.04 | 83 | 67.41 | 81.63 | 73.85 | |
| BERT-largeType=Encoder Binary Classifier2026.04 | 82.9 | 67.13 | 81.97 | 73.81 | |
| BERT-baseType=Encoder Binary Classifier2026.04 | 82.5 | 68.14 | 82.35 | 74.58 |