# LTL Property Verification on Grid-world environment Source: [LTL Property Verification on Grid-world environment]() Collection index: [llms.txt]() Data updated: 2026-06-01T10:28:10.518Z Evaluation of LTL Property Verification performance within the Grid-world environment, measured by certificate validity and PRISM satisfaction probability. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | LTL Property Verification | | Dataset (including any stated split) | Grid-world environment | | Metric | PRISM Satisfaction Probability | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [PRISM Satisfaction Probability](): Higher is better; unit: PERCENT. - [Valid Certificates](): Higher is better; unit: SCALAR. ## Recorded results | Method | PRISM Satisfaction Probability | Result date | Report paper | | --- | --- | --- | --- | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 100 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 83.33 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 45.32 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 21.69 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 17.6 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 10.51 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 7.71 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 7.39 | Not recorded | 6a1d123cdbd7150506f841ea | | Theorem 2 reward design | 2.07 | Not recorded | 6a1d123cdbd7150506f841ea | ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c1743fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"F b","DSA states":"2","Streett pairs":"1","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c1743fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"F b ∧ G ¬h","DSA states":"3","Streett pairs":"1","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c1743fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"FG e ∧ G ¬h","DSA states":"3","Streett pairs":"2","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c174400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF b","DSA states":"2","Streett pairs":"1","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c174402. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF a ∧ GF b ∧ G ¬h","DSA states":"6","Streett pairs":"1","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c174404. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF (a ∨ b) → FG ¬e","DSA states":"7","Streett pairs":"2","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c174406. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"F (c ∧ F (d ∧ GF a ∧ GF b)) ∧ G ¬h","DSA states":"6","Streett pairs":"1","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 100. Result ID: 6a1d5eb6fbc373592c174408. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF a → GF (b ∨ c)","DSA states":"3","Streett pairs":"1","Policy type":"Satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 83.33. Result ID: 6a1d5eb6fbc373592c174403. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF a ∧ GF b ∧ G ¬h","DSA states":"6","Streett pairs":"1","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 45.32. Result ID: 6a1d5eb6fbc373592c1743fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"F b ∧ G ¬h","DSA states":"3","Streett pairs":"1","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 21.69. Result ID: 6a1d5eb6fbc373592c174401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF b","DSA states":"2","Streett pairs":"1","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 17.6. Result ID: 6a1d5eb6fbc373592c1743fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"F b","DSA states":"2","Streett pairs":"1","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 10.51. Result ID: 6a1d5eb6fbc373592c1743ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"FG e ∧ G ¬h","DSA states":"3","Streett pairs":"2","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 7.71. Result ID: 6a1d5eb6fbc373592c174407. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"F (c ∧ F (d ∧ GF a ∧ GF b)) ∧ G ¬h","DSA states":"6","Streett pairs":"1","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 7.39. Result ID: 6a1d5eb6fbc373592c174409. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF a → GF (b ∨ c)","DSA states":"3","Streett pairs":"1","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. ### Theorem 2 reward design PRISM Satisfaction Probability: 2.07. Result ID: 6a1d5eb6fbc373592c174405. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Specification":"GF (a ∨ b) → FG ¬e","DSA states":"7","Streett pairs":"2","Policy type":"Non-satisfying"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.