| --- |
| pretty_name: ActionCipher |
| task_categories: |
| - visual-question-answering |
| tags: |
| - visual-in-context-learning |
| - compositional-reasoning |
| - inverse-planning |
| - synthetic |
| size_categories: |
| - n<1K |
| configs: |
| - config_name: default |
| data_files: |
| - split: discovery |
| path: data/discovery-* |
| - split: validation |
| path: data/validation-* |
| - split: heldout_test |
| path: data/heldout_test-* |
| --- |
| |
| # ActionCipher |
|
|
| ActionCipher tests whether a vision-language model can infer an episode-specific |
| symbol-to-action mapping from five visual transition demonstrations and then emit |
| the shortest symbol sequence that transforms a query start pose into its goal. |
|
|
| ## Dataset |
|
|
| - 3 grid sizes: 3 by 3, 4 by 4, and 5 by 5 |
| - shortest plan length `h`: 1, 2, or 3 |
| - 50 independent problems for every `grid_size` and `h` combination |
| - 450 independent problems total |
| - 2 symbol mappings per problem, giving 900 rows |
| - 12 separate model-input images plus one overview audit image per row |
| - one unique shortest answer per row |
| - 26 columns; internal renderer, pose, and duplicated audit columns are omitted |
|
|
| | Split | Independent problems | Rows | |
| |---|---:|---:| |
| | discovery | 225 | 450 | |
| | validation | 90 | 180 | |
| | heldout_test | 135 | 270 | |
| | **Total** | **450** | **900** | |
| |
| ## Row structure |
| |
| Each row contains five demonstrations. A demonstration consists of separate |
| `before` and `after` images plus its symbol label. The query consists of separate |
| `start` and `goal` images. The model should return `answer` and nothing else. |
| |
| `codebook`, `primitive_plan`, and `answer` are gold fields for scoring and |
| analysis. The `overview` image also contains the gold answer in its title. These gold |
| fields and the overview must not be inserted into the normal model prompt. |
|
|
| ## Prompt |
|
|
| ```text |
| Infer what each symbol means from the demonstrations. |
| Apply symbols from left to right. |
| For the query, return exactly one line containing only the shortest valid symbol sequence. |
| Put one space between symbols. Stop immediately after the last required symbol; |
| do not explain and do not repeat symbols after the answer is complete. |
| ``` |
|
|
| Present `demo_1_before`, `demo_1_after`, then `demo_1_label`, and repeat through |
| demo 5. Finally present `query_start`, `query_goal`, and ask for the answer. |
|
|
| ## Load |
|
|
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset("Hanoi0126/ActionCipher") |
| ``` |
|
|
| See [COLUMN_REFERENCE.md](COLUMN_REFERENCE.md) for the exact 26-column schema. |
|
|
