# Numeric Planning on IPC Numeric & Custom Planning Domains 2023 (Evaluation set) Source: [Numeric Planning on IPC Numeric & Custom Planning Domains 2023 (Evaluation set)]() Collection index: [llms.txt]() Data updated: 2026-07-09T06:39:41.576Z Evaluation of Numeric Planning performance on the specific 2023 evaluation set, reporting scores across various specialized domains like Block Grouping, Counters, and Drone tasks. 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 | Numeric Planning | | Dataset (including any stated split) | IPC Numeric & Custom Planning Domains 2023 (Evaluation set) | | Metric | Block Grouping Score | | Unit | SCALAR | | 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 - [Block Grouping Score](): Higher is better; unit: SCALAR. - [Overall Coverage](): Higher is better; unit: SCALAR. - [Counters Score](): Higher is better; unit: SCALAR. - [Delivery Score](): Higher is better; unit: SCALAR. - [Drone Score](): Higher is better; unit: SCALAR. - [Expedition Score](): Higher is better; unit: SCALAR. - [Farming Score](): Higher is better; unit: SCALAR. - [FO-Counters Score](): Higher is better; unit: SCALAR. - [FO-Farming Score](): Higher is better; unit: SCALAR. - [FO-Sailing Score](): Higher is better; unit: SCALAR. - [Hydropower Score](): Higher is better; unit: SCALAR. - [Market Trader Score](): Higher is better; unit: SCALAR. - [Pathways Score](): Higher is better; unit: SCALAR. - [Plant Watering Score](): Higher is better; unit: SCALAR. - [Rover Score](): Higher is better; unit: SCALAR. - [Sailing Score](): Higher is better; unit: SCALAR. - [Settlers Score](): Higher is better; unit: SCALAR. - [TPP Score](): Higher is better; unit: SCALAR. - [Zenotravel Score](): Higher is better; unit: SCALAR. - [Twin Prime Score](): Higher is better; unit: SCALAR. - [Pacman Score](): Higher is better; unit: SCALAR. - [Total Coverage (Sum 360)](): Higher is better; unit: SCALAR. - [Total Coverage (Sum 400)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Block Grouping Score | Result date | Report paper | | --- | --- | --- | --- | | ENHSP-20 Portfolio | 20 | Not recorded | 68fa7a601e209131cea82b60 | | UNTILSUCCESS GPT 4.1 | 19 | Not recorded | 68fa7a601e209131cea82b60 | | SELFPORTFOLIO-10 GPT 4.1 | 19 | Not recorded | 68fa7a601e209131cea82b60 | | ENHSP-20 | 18 | Not recorded | 68fa7a601e209131cea82b60 | | UNTILSUCCESS Claude Sonnet 4.5† | 18 | Not recorded | 68fa7a601e209131cea82b60 | | SELFPORTFOLIO-10 GPT 5.1† | 18 | Not recorded | 68fa7a601e209131cea82b60 | | SELFPORTFOLIO-10 Claude Sonnet 4.5† | 18 | Not recorded | 68fa7a601e209131cea82b60 | | UNTILSUCCESS GPT 5.1† | 17 | Not recorded | 68fa7a601e209131cea82b60 | | FIRSTCOMPILATION GPT 4.1 | 16 | Not recorded | 68fa7a601e209131cea82b60 | | Baseline Rust h\_add\_md | 15 | Not recorded | 68fa7a601e209131cea82b60 | | FIRSTCOMPILATION Claude Sonnet 4.5† | 15 | Not recorded | 68fa7a601e209131cea82b60 | | FIRSTCOMPILATION GPT 5.1† | 11 | Not recorded | 68fa7a601e209131cea82b60 | | Baseline Rust h\_md | 9 | Not recorded | 68fa7a601e209131cea82b60 | | MFF | 2 | Not recorded | 68fa7a601e209131cea82b60 | | Baseline Rust BFS | 0 | Not recorded | 68fa7a601e209131cea82b60 | | NFD | 0 | Not recorded | 68fa7a601e209131cea82b60 | ### ENHSP-20 Portfolio Block Grouping Score: 20. Result ID: 6a4f421f60b88bb339e421e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"P(3h\|\|3n)‡"}. This record does not assert independent reproduction. ### UNTILSUCCESS GPT 4.1 Block Grouping Score: 19. Result ID: 6a4f421f60b88bb339e421e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"UNTILSUCCESS","Backbone":"GPT 4.1","Search":"GBFS"}. This record does not assert independent reproduction. ### SELFPORTFOLIO-10 GPT 4.1 Block Grouping Score: 19. Result ID: 6a4f421f60b88bb339e421eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"SELFPORTFOLIO-10","Backbone":"GPT 4.1","Search":"GBFS"}. This record does not assert independent reproduction. ### ENHSP-20 Block Grouping Score: 18. Result ID: 6a4f421f60b88bb339e421e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"⟨B, QB⟩"}. This record does not assert independent reproduction. ### UNTILSUCCESS Claude Sonnet 4.5† Block Grouping Score: 18. Result ID: 6a4f421f60b88bb339e421ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"UNTILSUCCESS","Backbone":"Claude Sonnet 4.5","Reasoning":"true","Search":"GBFS"}. This record does not assert independent reproduction. ### SELFPORTFOLIO-10 GPT 5.1† Block Grouping Score: 18. Result ID: 6a4f421f60b88bb339e421ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"SELFPORTFOLIO-10","Backbone":"GPT 5.1","Reasoning":"true","Search":"GBFS"}. This record does not assert independent reproduction. ### SELFPORTFOLIO-10 Claude Sonnet 4.5† Block Grouping Score: 18. Result ID: 6a4f421f60b88bb339e421ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"SELFPORTFOLIO-10","Backbone":"Claude Sonnet 4.5","Reasoning":"true","Search":"GBFS"}. This record does not assert independent reproduction. ### UNTILSUCCESS GPT 5.1† Block Grouping Score: 17. Result ID: 6a4f421f60b88bb339e421e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"UNTILSUCCESS","Backbone":"GPT 5.1","Reasoning":"true","Search":"GBFS"}. This record does not assert independent reproduction. ### FIRSTCOMPILATION GPT 4.1 Block Grouping Score: 16. Result ID: 6a4f421f60b88bb339e421e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"FIRSTCOMPILATION","Backbone":"GPT 4.1","Search":"GBFS"}. This record does not assert independent reproduction. ### Baseline Rust h\_add\_md Block Grouping Score: 15. Result ID: 6a4f421f60b88bb339e421e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heuristic":"h\_add\_md","Search":"GBFS"}. This record does not assert independent reproduction. ### FIRSTCOMPILATION Claude Sonnet 4.5† Block Grouping Score: 15. Result ID: 6a4f421f60b88bb339e421e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"FIRSTCOMPILATION","Backbone":"Claude Sonnet 4.5","Reasoning":"true","Search":"GBFS"}. This record does not assert independent reproduction. ### FIRSTCOMPILATION GPT 5.1† Block Grouping Score: 11. Result ID: 6a4f421f60b88bb339e421e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"FIRSTCOMPILATION","Backbone":"GPT 5.1","Reasoning":"true","Search":"GBFS"}. This record does not assert independent reproduction. ### Baseline Rust h\_md Block Grouping Score: 9. Result ID: 6a4f421f60b88bb339e421df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heuristic":"h\_md","Search":"GBFS"}. This record does not assert independent reproduction. ### MFF Block Grouping Score: 2. Result ID: 6a4f421f60b88bb339e421e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heuristic":"hFF","Search":"EHCS"}. This record does not assert independent reproduction. ### Baseline Rust BFS Block Grouping Score: 0. Result ID: 6a4f421f60b88bb339e421de. [Reporting paper]() Recorded evaluation configuration: {"Search":"BFS"}. This record does not assert independent reproduction. ### NFD Block Grouping Score: 0. Result ID: 6a4f421f60b88bb339e421e3. [Reporting paper]() Recorded evaluation configuration: {"Heuristic":"hLMC","Search":"GBFS"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.