List your company

Multi-hop Reasoning on PrOntoQA (Hop Accuracy Breakdown)

97.3Accuracy (1 Hop)GPT-4o
46.54859.72472.986.076Oct 21, 2025

Evaluation results

MethodLinks
GPT-4o2025.1097.374.466.4
Llama3.1 70B itModel Backbone=Llama3.1 70B, Type=Instruction-tuned2025.1096.266.762.1
ARModel Backbone=Llama3.1 8B2025.109595.695.3
ARModel Backbone=Gemma2 9B2025.1093.593.593.5
Gemma2 27B itModel Backbone=Gemma2 27B, Type=Instruction-tuned2025.1091.377.673.9
DeepSeek-R1-8BModel Backbone=DeepSeek-R1-8B2025.10807664.4
Llama3.1 8BModel Backbone=Llama3.1 8B2025.105150.850.3
Gemma2 9BModel Backbone=Gemma2 9B2025.1048.547.547.9