List your company

General Question Answering on TriviaQA (test val)

68.2EMDeepControl
0.618.1535.753.25Feb 2, 2026

Evaluation results

MethodLinks
DeepControlBackbone Model=Qwen2.5-7B2026.0268.247.9
DeepControlBackbone Model=Qwen2.5-3B2026.0264.541.1
Search-R1-baseBackbone Model=Qwen2.5-7B2026.0263.843.1
Search-R1-instructBackbone Model=Qwen2.5-7B2026.026138.5
Rejection SamplingBackbone Model=Qwen2.5-7B2026.0259.234.8
Search-R1-baseBackbone Model=Qwen2.5-3B2026.0258.730.3
RAGBackbone Model=Qwen2.5-7B2026.0258.530.4
Search-R1-instructBackbone Model=Qwen2.5-3B2026.0254.532.5
RAGBackbone Model=Qwen2.5-3B2026.0254.427
R1-baseBackbone Model=Qwen2.5-7B2026.0253.927.6
R1-instructBackbone Model=Qwen2.5-7B2026.0253.727.1
Rejection SamplingBackbone Model=Qwen2.5-3B2026.0248.826.5
IRCoTBackbone Model=Qwen2.5-7B2026.0247.823.9
Search-o1Backbone Model=Qwen2.5-3B2026.0247.225.5
R1-baseBackbone Model=Qwen2.5-3B2026.0245.522.9
R1-instructBackbone Model=Qwen2.5-3B2026.0244.922.4
Search-o1Backbone Model=Qwen2.5-7B2026.0244.320.6
Direct InferenceBackbone Model=Qwen2.5-7B2026.0240.818.1
SFTBackbone Model=Qwen2.5-7B2026.0235.420.7
IRCoTBackbone Model=Qwen2.5-3B2026.0231.218.1
SFTBackbone Model=Qwen2.5-3B2026.0229.217.6
Direct InferenceBackbone Model=Qwen2.5-3B2026.0228.813.4
CoTBackbone Model=Qwen2.5-7B2026.0218.510.6
CoTBackbone Model=Qwen2.5-3B2026.023.21.5