Accuracy by Setting
DSPy
accuracy (%)
DSPy: gpt5.1 0, 12.7, 10.8, 29.8. gpt5.4 mini 0, 26.8, 34.2, 39.7.
max ReAct iterations
OpenClaw
accuracy (%)
OpenClaw: gpt5.1 0, 5, 5, 10. gpt5.4 mini 0, 8.3, 9.7, 9.7.
max ReAct iterations
gpt5.1 gpt5.4 mini | no early exit @ 20
Figure 3. GPT-5.1 vs. GPT-5.4-mini accuracy on DSPy and OpenClaw across ReAct inference budgets (strict grading).