# Puzzle Solving on Futoshiki (Out Of Distribution) Source: [Puzzle Solving on Futoshiki (Out Of Distribution)]() Collection index: [llms.txt]() Data updated: 2026-03-23T11:44:27.170Z Evaluation of model performance on solving Futoshiki puzzles drawn from the 'Out Of Distribution' set, measured using Avg@128 and Pass@128 metrics. 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 | Puzzle Solving | | Dataset (including any stated split) | Futoshiki (Out Of Distribution) | | Metric | Avg@128 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Avg@128](): Higher is better; unit: PERCENT. - [Pass@128](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg@128 | Result date | Report paper | | --- | --- | --- | --- | | Markov | 42.6 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Markov | 28.3 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 25.2 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 24.9 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 16.9 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 1.1 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 0.3 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Markov | 0.3 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 0 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 0 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Markov | 0 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 0 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | ### Markov Avg@128: 42.6. Result ID: 69c1272247f34ce924a9b40f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"RL post-training"}. This record does not assert independent reproduction. ### Markov Avg@128: 28.3. Result ID: 69c1272247f34ce924a9b415. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-3B-It","Training Stage":"RL post-training"}. This record does not assert independent reproduction. ### State-action-sequence Avg@128: 25.2. Result ID: 69c1272247f34ce924a9b417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-3B-It","Training Stage":"RL post-training"}. This record does not assert independent reproduction. ### Action-sequence Avg@128: 24.9. Result ID: 69c1272247f34ce924a9b413. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-3B-It","Training Stage":"RL post-training"}. This record does not assert independent reproduction. ### State-action-sequence Avg@128: 16.9. Result ID: 69c1272247f34ce924a9b411. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"RL post-training"}. This record does not assert independent reproduction. ### State-action-sequence Avg@128: 1.1. Result ID: 69c1272247f34ce924a9b416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-3B-It","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. ### Action-sequence Avg@128: 0.3. Result ID: 69c1272247f34ce924a9b412. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-3B-It","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. ### Markov Avg@128: 0.3. Result ID: 69c1272247f34ce924a9b414. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-3B-It","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. ### Action-sequence Avg@128: 0. Result ID: 69c1272247f34ce924a9b40c. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. ### Action-sequence Avg@128: 0. Result ID: 69c1272247f34ce924a9b40d. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"RL post-training"}. This record does not assert independent reproduction. ### Markov Avg@128: 0. Result ID: 69c1272247f34ce924a9b40e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. ### State-action-sequence Avg@128: 0. Result ID: 69c1272247f34ce924a9b410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.