Duplicate from lkaesberg/SPaRC

Co-authored-by: Lars Kaesberg <[email protected]>

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
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+*.lfs.* filter=lfs diff=lfs merge=lfs -text
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+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+configs:
+  - config_name: all
+    description: All puzzle types combined.
+    data_files:
+      - split: train
+        path: puzzle_all_train.jsonl
+      - split: test
+        path: puzzle_all_test.jsonl
+  - config_name: dots
+    description: Puzzles primarily featuring the dot mechanic.
+    data_files:
+      - split: train
+        path: puzzle_dots_train.jsonl
+      - split: test
+        path: puzzle_dots_test.jsonl
+  - config_name: dots_stars_polys
+    description: Puzzles combining dots, stars, and polyominoes.
+    data_files:
+      - split: train
+        path: puzzle_dots_stars_polys_train.jsonl
+      - split: test
+        path: puzzle_dots_stars_polys_test.jsonl
+  - config_name: gaps
+    description: Puzzles primarily featuring the line gap mechanic.
+    data_files:
+      - split: train
+        path: puzzle_gaps_train.jsonl
+      - split: test
+        path: puzzle_gaps_test.jsonl
+  - config_name: gaps_dots_triangles
+    description: Puzzles combining gaps, dots, and triangles.
+    data_files:
+      - split: train
+        path: puzzle_gaps_dots_triangles_train.jsonl
+      - split: test
+        path: puzzle_gaps_dots_triangles_test.jsonl
+  - config_name: polys
+    description: Puzzles primarily featuring polyomino shapes.
+    data_files:
+      - split: train
+        path: puzzle_polys_train.jsonl
+      - split: test
+        path: puzzle_polys_test.jsonl
+  - config_name: polys_ylops
+    description: Puzzles featuring polyomino shapes (reversed color logic - 'ylop').
+    data_files:
+      - split: train
+        path: puzzle_polys_ylops_train.jsonl
+      - split: test
+        path: puzzle_polys_ylops_test.jsonl
+  - config_name: stars
+    description: Puzzles primarily featuring the star mechanic.
+    data_files:
+      - split: train
+        path: puzzle_stars_train.jsonl
+      - split: test
+        path: puzzle_stars_test.jsonl
+  - config_name: stones
+    description: Puzzles primarily featuring the stone (separation) mechanic.
+    data_files:
+      - split: train
+        path: puzzle_stones_train.jsonl
+      - split: test
+        path: puzzle_stones_test.jsonl
+  - config_name: stones_stars
+    description: Puzzles combining stones and stars.
+    data_files:
+      - split: train
+        path: puzzle_stones_stars_train.jsonl
+      - split: test
+        path: puzzle_stones_stars_test.jsonl
+  - config_name: triangles
+    description: Puzzles primarily featuring the triangle mechanic.
+    data_files:
+      - split: train
+        path: puzzle_triangles_train.jsonl
+      - split: test
+        path: puzzle_triangles_test.jsonl
+size_categories:
+- 1K<n<10K
+---
+<p align="center">
+  <img src="logo.png" alt="SPaRC Logo" width="128"/>
+</p>
+
+# SPaRC Dataset
+
+[Website](https://sparc.gipplab.org/) • [Solver](https://github.com/lkaesberg/SPaRCSolver) • [Generator](https://github.com/lkaesberg/SPaRCPuzzleGenerator)
+
+
+A grid-based puzzle dataset for benchmarking LLMs spatial reasoning capabilities.
+
+## Data Schema
+
+Each record (JSON) includes:
+
+* `id` (string): unique puzzle identifier
+* `difficulty_level` (int) & `difficulty_score` (float)
+* `grid_size`: `{ "height": H, "width": W }`
+* `polyshapes`: JSON string mapping shape IDs to binary grids
+* `puzzle_array`: 2D array with cell codes (e.g., `S`, `E`, `+`, `P-O-112`)
+* `solution_count` (int) and `solutions` list (with `index`, `path`, `pathLength`)
+* `text_visualization`: YAML-style summary
+
+## Sample Entry
+
+```json
+{
+  "id": "10e68dc3a6fbfcdf",
+  "difficulty_level": 3,
+  "difficulty_score": 2.3261,
+  "grid_size": {"height":3,"width":4},
+  "polyshapes":"{\"112\":[[0,1,...]]}",
+  "puzzle_array":[
+    ["+","+","+","E"],
+    ["+","P-O-112","+","o-O"],
+    ["S","N","+","G"]
+  ],
+  "solution_count": 10,
+  "solutions": [ { "index":0, "pathLength":34, ... } ],
+  "text_visualization": "..."
+}
+```
+
+## Citation Information
+If you use the dataset in any way, please cite the following paper. Preprint: https://arxiv.org/abs/2505.16686
+
+```bib
+@article{kaesberg2025sparc,
+  title={SPaRC: A Spatial Pathfinding Reasoning Challenge},
+  author={Kaesberg, Lars Benedikt and Wahle, Jan Philip and Ruas, Terry and Gipp, Bela},
+  journal={arXiv preprint arXiv:2505.16686},
+  year={2025}
+}
+```

human_annotation/example.jsonl

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+{"difficulty_level":1,"difficulty_score":0.08611433426736204,"grid_size":{"height":2,"width":3},"id":"49664389d989a577","puzzle_array":[["+","G","+","+","+","G","S"],["G","N","+","N","+","N","+"],["+","G","+","G","+","G","+"],["+","N","+","N","+","N","+"],["+","+","E","+","+","+","+"]],"solution_count":2,"solutions":[{"index":0,"path":[{"x":6,"y":0},{"x":6,"y":1},{"x":6,"y":2},{"x":6,"y":3},{"x":6,"y":4},{"x":5,"y":4},{"x":4,"y":4},{"x":3,"y":4},{"x":2,"y":4}],"pathLength":9},{"index":1,"path":[{"x":6,"y":0},{"x":6,"y":1},{"x":6,"y":2},{"x":6,"y":3},{"x":6,"y":4},{"x":5,"y":4},{"x":4,"y":4},{"x":4,"y":3},{"x":4,"y":2},{"x":4,"y":1},{"x":4,"y":0},{"x":3,"y":0},{"x":2,"y":0},{"x":2,"y":1},{"x":2,"y":2},{"x":2,"y":3},{"x":2,"y":4}],"pathLength":17}],"text_visualization":"puzzle:\n  dimensions:\n    width: 3\n    height: 2\n  start:\n    x: 6\n    y: 0\n  end:\n    x: 2\n    y: 4\n  cells:\n    - position:\n        x: 0\n        y: 1\n      properties:\n        gap: 1\n    - position:\n        x: 1\n        y: 0\n      properties:\n        gap: 1\n    - position:\n        x: 1\n        y: 2\n      properties:\n        gap: 1\n    - position:\n        x: 3\n        y: 2\n      properties:\n        gap: 1\n    - position:\n        x: 5\n        y: 0\n      properties:\n        gap: 1\n    - position:\n        x: 5\n        y: 2\n      properties:\n        gap: 1\n"}
+{"difficulty_level":1,"difficulty_score":0.3887497103078333,"grid_size":{"height":3,"width":4},"id":"950bdc62ce1546a3","puzzle_array":[["+",".","+","+",".","+","+","+","S"],["+","N","+","N","+","N","+","N","."],[".","+","+","+","+","+",".","+","+"],["+","N",".","N","+","N","+","N","+"],["+","+","+",".","+","+","+","+","+"],[".","N","+","N","+","N","+","N","."],["E","+","+","+","+",".","+","+","+"]],"solution_count":2,"solutions":[{"index":0,"path":[{"x":8,"y":0},{"x":8,"y":1},{"x":8,"y":2},{"x":7,"y":2},{"x":6,"y":2},{"x":6,"y":3},{"x":6,"y":4},{"x":7,"y":4},{"x":8,"y":4},{"x":8,"y":5},{"x":8,"y":6},{"x":7,"y":6},{"x":6,"y":6},{"x":5,"y":6},{"x":4,"y":6},{"x":4,"y":5},{"x":4,"y":4},{"x":3,"y":4},{"x":2,"y":4},{"x":2,"y":3},{"x":2,"y":2},{"x":3,"y":2},{"x":4,"y":2},{"x":4,"y":1},{"x":4,"y":0},{"x":3,"y":0},{"x":2,"y":0},{"x":1,"y":0},{"x":0,"y":0},{"x":0,"y":1},{"x":0,"y":2},{"x":0,"y":3},{"x":0,"y":4},{"x":0,"y":5},{"x":0,"y":6}],"pathLength":35},{"index":1,"path":[{"x":8,"y":0},{"x":8,"y":1},{"x":8,"y":2},{"x":8,"y":3},{"x":8,"y":4},{"x":8,"y":5},{"x":8,"y":6},{"x":7,"y":6},{"x":6,"y":6},{"x":5,"y":6},{"x":4,"y":6},{"x":4,"y":5},{"x":4,"y":4},{"x":3,"y":4},{"x":2,"y":4},{"x":2,"y":3},{"x":2,"y":2},{"x":3,"y":2},{"x":4,"y":2},{"x":5,"y":2},{"x":6,"y":2},{"x":6,"y":1},{"x":6,"y":0},{"x":5,"y":0},{"x":4,"y":0},{"x":3,"y":0},{"x":2,"y":0},{"x":1,"y":0},{"x":0,"y":0},{"x":0,"y":1},{"x":0,"y":2},{"x":0,"y":3},{"x":0,"y":4},{"x":0,"y":5},{"x":0,"y":6}],"pathLength":35}],"text_visualization":"puzzle:\n  dimensions:\n    width: 4\n    height: 3\n  start:\n    x: 8\n    y: 0\n  end:\n    x: 0\n    y: 6\n  cells:\n    - position:\n        x: 0\n        y: 2\n      properties:\n        dot: 1\n    - position:\n        x: 0\n        y: 5\n      properties:\n        dot: 1\n    - position:\n        x: 1\n        y: 0\n      properties:\n        dot: 1\n    - position:\n        x: 2\n        y: 3\n      properties:\n        dot: 1\n    - position:\n        x: 3\n        y: 4\n      properties:\n        dot: 1\n    - position:\n        x: 4\n        y: 0\n      properties:\n        dot: 1\n    - position:\n        x: 5\n        y: 6\n      properties:\n        dot: 1\n    - position:\n        x: 6\n        y: 2\n      properties:\n        dot: 1\n    - position:\n        x: 8\n        y: 1\n      properties:\n        dot: 1\n    - position:\n        x: 8\n        y: 5\n      properties:\n        dot: 1\n"}
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