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ResearchFormerly WizWand

Query Recommendation on Industrial Offline Internal

17.7Q_EMQueryAgent-R1
0.6445.0729.513.928Jun 4, 2026
Updated 5mo ago

Evaluation results

MethodLinks
QueryAgent-R1Method Category=Ours2026.0617.726.111.7
Qwen3-Emb-4BMethod Category=Inventory-based Retrieval2026.065.711.44.1
Gemini-3.1-proMethod Category=LLM Direct Inference2026.065.49.62.9
DeepSeek-v4-flashMethod Category=LLM Direct Inference2026.064.96.42.3
Qwen3.6-plusMethod Category=LLM Direct Inference2026.064.78.42.8
Qwen3-Emb-0.6BMethod Category=Inventory-based Retrieval2026.064.610.23.2
Gemini-3.0-proMethod Category=LLM Direct Inference2026.064——
GPT-5.1Method Category=LLM Direct Inference2026.063.89.12.3
Qwen3-4B BackboneMethod Category=Ours2026.063.78.42.5
GPT-4oMethod Category=LLM Direct Inference2026.063.66.52
Qwen3-MaxMethod Category=LLM Direct Inference2026.063.462.1
DeepSeek-v4-proMethod Category=LLM Direct Inference2026.063.471.8
+RL trainingMethod Category=Ours, Base Model=Qwen3-4B2026.063.210.22.1
+RetrievalMethod Category=Ours, Base Model=Qwen3-4B2026.062.39.11.8
SwingMethod Category=Inventory-based Retrieval2026.061.361.1