List your company
ResearchFormerly WizWand

Multi-Hop Question Answering on Bamboogle (EM, F1aware)

42.4EMSearch-R1
4.12814.0642433.936Dec 18, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Search-R1Base Model=Llama-3.2-3B-Instruct, Category=Outcome RL Baselines2025.1242.40
ADASEARCHBase Model=Llama-3.2-3B-Instruct, Category=Paper Method2025.1242.464.2
IKEABase Model=Llama-3.2-3B-Instruct, Category=Reward-Shaping Baselines2025.1240.863.1
Naive ShapingBase Model=Llama-3.2-3B-Instruct, Category=Reward-Shaping Baselines2025.1236.855.9
CoTBase Model=Llama-3.2-3B-Instruct, Category=Prompting Baselines2025.1235.235.2
RL w/o searchBase Model=Llama-3.2-3B-Instruct, Category=Outcome RL Baselines2025.1234.434.4
Awareness ShapingBase Model=Llama-3.2-3B-Instruct, Category=Reward-Shaping Baselines2025.123258.1
Search-R1Base Model=Qwen2.5-3B-Instruct, Category=Outcome RL Baselines2025.1229.60
ADASEARCHBase Model=Qwen2.5-3B-Instruct, Category=Paper Method2025.122850
Naive ShapingBase Model=Qwen2.5-3B-Instruct, Category=Reward-Shaping Baselines2025.1224.843.8
CoTBase Model=Qwen2.5-3B-Instruct, Category=Prompting Baselines2025.122424
RL w/o searchBase Model=Qwen2.5-3B-Instruct, Category=Outcome RL Baselines2025.1223.223.2
IKEABase Model=Qwen2.5-3B-Instruct, Category=Reward-Shaping Baselines2025.1223.246
Awareness ShapingBase Model=Qwen2.5-3B-Instruct, Category=Reward-Shaping Baselines2025.1222.441.1
RAGBase Model=Llama-3.2-3B-Instruct, Category=Prompting Baselines2025.1212.80
Direct AnswerBase Model=Llama-3.2-3B-Instruct, Category=Prompting Baselines2025.128.88.8
RAGBase Model=Qwen2.5-3B-Instruct, Category=Prompting Baselines2025.1280
Direct AnswerBase Model=Qwen2.5-3B-Instruct, Category=Prompting Baselines2025.125.65.6