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Task Planning on RestBench TMDB

82.63Node F1SGC
39.667650.821361.97573.1287May 29, 2024

Evaluation results

MethodLinks
SGCLLM=GPT-3.5-turbo2024.0582.6359.151.61
DirectLLM=GPT-4-turbo2024.0582.5656.671.75
SGCLLM=GPT-4-turbo2024.0582.2756.371.62
AdaptiveSearchLLM=GPT-4-turbo2024.0581.7855.156.35
DirectLLM=GPT-3.5-turbo2024.0581.757.521.67
BeamSearchLLM=GPT-3.5-turbo2024.0581.2457.986.42
BeamSearchLLM=GPT-4-turbo2024.0580.11515.18
AdaptiveSearchLLM=GPT-3.5-turbo2024.0577.5753.655.89
Greedy SearchLLM=GPT-3.5-turbo2024.0576.1950.113.06
Greedy SearchLLM=GPT-4-turbo2024.0575.3449.953.73
SGCLLM=CodeLlama 13B2024.0571.447.551.9
DirectLLM=CodeLlama 13B2024.0568.9143.742.02
BeamSearchLLM=CodeLlama 13B2024.0568.0842.928.88
Greedy SearchLLM=CodeLlama 13B2024.0566.6742.163.81
SGCLLM=Mistral 7B2024.0564.7225.671.89
AdaptiveSearchLLM=CodeLlama 13B2024.0563.7437.178.16
BeamSearchLLM=Mistral 7B2024.0563.4126.7911.26
DirectLLM=Mistral 7B2024.0562.2322.021.96
GreedySearchLLM=Mistral 7B2024.0560.6423.184.38
AdaptiveSearchLLM=Mistral 7B2024.0554.0421.359.99
SGCLLM=Vicuna 13B2024.0548.7915.991.89
BeamSearchLLM=Vicuna 13B2024.0546.9115.417.79
Greedy SearchLLM=Vicuna 13B2024.0545.2213.693.42
DirectLLM=Vicuna 13B2024.0544.6614.012.02
AdaptiveSearchLLM=Vicuna 13B2024.0541.327.026.51