| --- |
| license: other |
| license_name: unknown-community-meme-benchmark-use-only |
| task_categories: |
| - text-to-image |
| - image-to-image |
| tags: |
| - benchmark |
| - image-generation-evaluation |
| - vision-language-judge |
| - frog |
| - meme |
| - bufo |
| pretty_name: bufo-bench |
| configs: |
| - config_name: default |
| data_files: |
| - split: tasks |
| path: data/tasks.jsonl |
| - split: evaluations |
| path: data/evaluations.jsonl |
| --- |
| |
| # 🐸 bufo-bench |
|
|
| Can your image model draw a **real bufo** — or does it draw a generic cute frog |
| and call it a day? |
|
|
| Bufo is a riff on the original **"worry frog" / froge** meme: simplex smooth |
| construction, fresh leaf-green, LARGE pale-yellow eyes with huge near-black |
| pupils in a worried *averted* gaze, and an iconic little nose (protruding snout, |
| tiny nostrils, **no mouth**). Image models reliably fail at this — they draw |
| bright-green tree-frogs with stalk eyes and big smiles instead. |
|
|
| ## What's here |
|
|
| - **`data/tasks.jsonl`** (5 rows) — the eval set. Each row: `task_id`, `title`, |
| `prompt` (task instruction), `checks` (verifiable checklist), `style_block` |
| (shared bufo spec prepended to every generation prompt), `reference_images`, |
| `notes`. Run a model on all five with the `style_block` + references, then |
| judge. |
| - **`references/froge-original.png`** — ground truth: the original worry-frog |
| (via [KYM photo #2561104](https://knowyourmeme.com/photos/2561104-froge-worry-frog)). |
| - **`references/negative-*.png`** — documented off-model riffs (what "close but |
| wrong" looks like: olive-drab, deadpan, MS-paint). |
| - **`data/evaluations.jsonl`** (15 rows + `evaluations/<run>/<task>.png`) — |
| every judged output so far: model, provider, track, per-axis scores |
| (`shape`/`color`/`face`/`style`, 0–2 each), `bufoness` (0–8), `task_score`, |
| judge verdict, judge model, rubric version, and `expert_verdict` where a human |
| expert graded it (null = judge only). |
|
|
| ## Scoring (see the bench repo for the full rubric) |
|
|
| `bufoness` = shape + color + face + style. **PASS** iff bufoness ≥ 6 AND all |
| task checks hold AND no axis is 0. Model score = pass rate over the 5 tasks. |
| The load-bearing discriminator is the **gaze test**: a frog that looks AT you |
| is not worried — worry means averted, half-lidded, or closed eyes with no mouth. |
|
|
| ## Provenance & license |
|
|
| Reference art is community meme culture of unclear authorship (see SOURCES in the |
| bench repo); model outputs belong to whoever generated them. Provided for |
| benchmark/evaluation use. If you hold rights to the original froge and want it |
| handled differently, open an issue on the bench repo. |
|
|
| Bench code, runner, judge prompts, and eval queue: |
| local `bufo-bench` project (being open-sourced separately). |
|
|
