# Puzzle Solving on Futoshiki (In Distribution) Source: [Puzzle Solving on Futoshiki (In Distribution)]() Collection index: [llms.txt]() Data updated: 2026-03-23T11:44:27.089Z Evaluation of model performance on solving Futoshiki puzzles drawn from the 'In 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 (In 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 | 79.8 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Markov | 75 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 67.4 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 61.3 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 44.4 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 16.6 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Markov | 8.5 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 6.6 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | State-action-sequence | 0.3 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 0.1 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Markov | 0.1 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | | Action-sequence | 0 | Not recorded | 69c0c8ed0636e5bf4afc3aaa | ### Markov Avg@128: 79.8. Result ID: 69c1272247f34ce924a9b3f1. [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. ### Markov Avg@128: 75. Result ID: 69c1272247f34ce924a9b3eb. [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: 67.4. Result ID: 69c1272247f34ce924a9b3f3. [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: 61.3. Result ID: 69c1272247f34ce924a9b3ef. [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: 44.4. Result ID: 69c1272247f34ce924a9b3ed. [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: 16.6. Result ID: 69c1272247f34ce924a9b3f2. [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. ### Markov Avg@128: 8.5. Result ID: 69c1272247f34ce924a9b3f0. [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: 6.6. Result ID: 69c1272247f34ce924a9b3ee. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-3B-It","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. ### State-action-sequence Avg@128: 0.3. Result ID: 69c1272247f34ce924a9b3ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"SFT Warm-up"}. This record does not assert independent reproduction. ### Action-sequence Avg@128: 0.1. Result ID: 69c1272247f34ce924a9b3e9. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Training Stage":"RL post-training"}. This record does not assert independent reproduction. ### Markov Avg@128: 0.1. Result ID: 69c1272247f34ce924a9b3ea. [Reporting paper]() [Method origin 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: 69c1272247f34ce924a9b3e8. [Reporting 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.