List your company

Action Learning on ALFRED (Q1)

92.5AccuracyCAG + Direct
30.41246.53162.6578.769May 29, 2026

Evaluation results

MethodLinks
CAG + DirectAvg Latency=1027.44 ms, Avg Output Tokens=02026.0592.592.4292.692.51
Affordance Routing (REIS)Avg Latency=406.21 ms, Avg Output Tokens=02026.0592.592.089392.54
RAG + DirectAvg Latency=1017.83 ms, Avg Output Tokens=02026.0592.491.7393.292.46
Base + DirectAvg Latency=327.56 ms, Avg Output Tokens=02026.0539.739.553939.27
Base + ReasoningAvg Latency=43.59 sec, Avg Output Tokens=219.82026.0532.810032.849.3