MMEA
A concrete implementation architecture of the MWM framework. It models different dimensions of psychological states, such as beliefs, intentions, and emotions, through multiple branches, simulates their continuous evolution along a time axis, and supports interpretability. The branched design allows each dimension to be tracked separately while remaining integrated over time.
Timeline (last 90 days)
MWM is implemented as the Multi-Branch Mental Evolution Architecture (MMEA), which processes different dimensions of mental states through multiple branches and simulates continuous evolution along a time axis.
MMEA achieves an accuracy of 96.48% on the DynToM benchmark.
MMEA improves over baselines by 28.7 percentage points on mental state and behavior prediction tasks.
MMEA improves over baselines by 39.3 percentage points on long-sequence prediction tasks.
All Facts (4)
MWM is implemented as the Multi-Branch Mental Evolution Architecture (MMEA), which processes different dimensions of mental states through multiple branches and simulates continuous evolution along a time axis.
50%UnverifiedMMEA achieves an accuracy of 96.48% on the DynToM benchmark.
50%UnverifiedMMEA improves over baselines by 28.7 percentage points on mental state and behavior prediction tasks.
50%UnverifiedMMEA improves over baselines by 39.3 percentage points on long-sequence prediction tasks.
50%