Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines

Benchmark Model Rank Results
commonsense-rl-on-commonsense-rlHuman#1Avg #Steps: 15.00 ± 3.29
commonsense-rl-on-commonsense-rlOptimal#2Avg #Steps: 15.00 ± 2.00
commonsense-rl-on-commonsense-rlTNC-A2C#3Avg #Steps: 43.27 ± 0.70
commonsense-rl-on-commonsense-rlLSTM-A2C#4Avg #Steps: 49.21 ± 0.58
commonsense-rl-on-commonsense-rlKG-A2C#5Avg #Steps: 49.36 ± 7.50