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LTL Instruction Following on LetterWorld Finite-horizon

100Success Rate (SR)DEEPLTL
45.9259.967488.04Feb 6, 2026

Evaluation results

MethodLinks
DEEPLTLTask Formula=(F((a ∨ c ∨ j) ∧ F b)) ∧ (F(c ∧ F d)) ∧ F k, |Q| (number of LDBA states)=5, |δ| (number of transitions)=102026.02100—
SEMLTLTask Formula=(F((a ∨ c ∨ j) ∧ F b)) ∧ (F(c ∧ F d)) ∧ F k, |Q| (number of LDBA states)=5, |δ| (number of transitions)=102026.021003.04
DEEPLTLTask Formula=F(a ∧ (¬b U c)) ∧ F d, |Q| (number of LDBA states)=9, |δ| (number of transitions)=292026.02100—
SEMLTLTask Formula=F(a ∧ (¬b U c)) ∧ F d, |Q| (number of LDBA states)=9, |δ| (number of transitions)=292026.021004.2
SEMLTLTask Formula=(F d) ∧ (¬f U (d ∧ F b)), |Q| (number of LDBA states)=14, |δ| (number of transitions)=392026.02965.23
DEEPLTLTask Formula=¬a U (b ∧ (¬c U (d ∧ (¬e U f)))), |Q| (number of LDBA states)=6, |δ| (number of transitions)=152026.0295—
SEMLTLTask Formula=¬a U (b ∧ (¬c U (d ∧ (¬e U f)))), |Q| (number of LDBA states)=6, |δ| (number of transitions)=152026.02954.01
DEEPLTLTask Formula=(F d) ∧ (¬f U (d ∧ F b)), |Q| (number of LDBA states)=14, |δ| (number of transitions)=392026.0295—
LTL2ACTIONTask Formula=(F d) ∧ (¬f U (d ∧ F b)), |Q| (number of LDBA states)=14, |δ| (number of transitions)=392026.0284—
LTL2ACTIONTask Formula=¬a U (b ∧ (¬c U (d ∧ (¬e U f)))), |Q| (number of LDBA states)=6, |δ| (number of transitions)=152026.0273—
LTL2ACTIONTask Formula=F(a ∧ (¬b U c)) ∧ F d, |Q| (number of LDBA states)=9, |δ| (number of transitions)=292026.0262—
LTL2ACTIONTask Formula=(F((a ∨ c ∨ j) ∧ F b)) ∧ (F(c ∧ F d)) ∧ F k, |Q| (number of LDBA states)=5, |δ| (number of transitions)=102026.0248—