ResearchBenchmarksScience Question Answering on ScienceQA (test) (Efficiency/Runtime)Science Question Answering on ScienceQA (test) (Efficiency/Runtime)Follow4.5StepsHeima4.365.3056.257.195Jun 13, 2026Evaluation resultsMethodMethodLinksStepsWorldsMemory UsageThroughputHeima2026.064.5113.89.2DLWM2026.0652.214.58.9CoLaR2026.065.8115.58.2Soft Thinking2026.066.9116.87.4CoT2026.068118.56.2Coconut2026.0681167LVR2026.0681196.1LaRe2026.068119.55.9