--- pretty_name: Cutaste — public baseline results (base-2026Q4.1-preview) license: other license_name: cc-by-4.0 license_link: LICENSE.md task_categories: - text-generation language: - en tags: - benchmark-results - evaluation - frontend - web-design - aesthetics - coding-agents size_categories: - n<1K dataset_info: - config_name: default features: - name: task_id dtype: string - name: family_id dtype: string - name: category dtype: string - name: config dtype: string - name: model dtype: string - name: skills sequence: string - name: no_page dtype: bool - name: floor_pass dtype: bool - name: floor_failures sequence: string - name: flagged_for_review sequence: string - name: minor_findings sequence: string - name: requirements_met dtype: int64 - name: requirements_violated dtype: int64 - name: requirements_missing dtype: int64 - name: requirements_undecided dtype: int64 splits: - name: test num_bytes: 48205 num_examples: 120 download_size: 3921 dataset_size: 48205 - config_name: summary features: - name: config dtype: string - name: model dtype: string - name: skills dtype: string - name: floor_pass dtype: string - name: floor_pass_raw dtype: string - name: requirement_compliance dtype: string - name: requirement_compliance_raw dtype: string - name: judge_preferred dtype: string - name: judge_uncertain dtype: string splits: - name: test num_bytes: 756 num_examples: 3 download_size: 1439 dataset_size: 756 configs: - config_name: default data_files: - split: test path: data/test-* - config_name: summary data_files: - split: test path: data/summary/test-* --- # Cutaste — public baseline results (base-2026Q4.1-preview) **What this is.** The maintainer's results for the Cutaste public benchmark release `base-2026Q4.1-preview`: the four-column report, one row per task × configuration, the judge admission records and the page sources the public configurations generated. The tasks and the scoring rules are **not** here: they are in [`Validflow/cutaste-base`](https://huggingface.co/datasets/Validflow/cutaste-base) under the same tag. These results belong to the tasks whose `prereg.json` has hash `sha256:33e9f49571c49ff5562e66b387255e76592e72c06c5cb27942306a6fac55c9ef` (tasks publish commit `edff08e28e41`); the `cutaste` CLI refuses results whose manifest names another prereg hash. ## Results (four separate columns — never added together) | Config | Floor pass | Requirement compliance | Auto-judge: preferred | Auto-judge: uncertain | |---|---|---|---|---| | `codex-plain` | 90% (33/40 raw) | 70% (44/72 raw) | not shown | not shown | | `codex-frontend-design` | 80% (30/40 raw) | 64% (40/72 raw) | not shown | not shown | | `codex-impeccable` | 97% (37/40 raw) | 72% (45/72 raw) | not shown | not shown | Percentages are weighted by the public category weights; raw counts in brackets. Intervals, sample sizes and per-category numbers are in `report/report.json`. - **Floor** = share of pages with no hard defect (blank page, horizontal scroll, clipped or overlapping text, broken images, unreadable main text, page errors). - **Requirement compliance** = requirement points that could be decided automatically; points that need a vision checker are left out (`n/a`, counted per row as `requirements_undecided`). - **Auto-judge** = pairwise preference of a model judge, *an estimate*, not human taste; disagreements between the two orders count as *uncertain*. Shown only when the judge snapshot was admitted (`judge/admission.json`). - **External reference** (Code Arena) is not provided in this release. ## Folder structure ```text README.md LICENSE.md NOTICE data/test-00000-of-00001.parquet one row per task × configuration (config "default", split "test") data/summary/test-00000-of-00001.parquet the table above (config "summary", split "test") report/report.json the four-column report data (renders with `cutaste base report`) report/results.json the maintainer's run results: cells (run and evaluation hashes), tallies, judge block judge/admission.json admission of the judge snapshot: probes, intervals, admitted or not and why judge/admission-pairs.json the probe pairs used for admission pages/index.json one entry per configuration × task (see below) pages/// the generated page sources (index.html, CSS, JS, images, fonts) ledger/generated-content.json what the generated pages are and their licence manifest.json pins the tasks' prereg hash and publish commit, plus every file's sha256 SHA256SUMS sha256 of every file ``` Versions are git tags: `base-2026Q4.1-preview` here pairs with the tag `base-2026Q4.1-preview` of `Validflow/cutaste-base`. ## Fields of `data/test-00000-of-00001.parquet` | Field | Type | Meaning | |---|---|---| | `task_id` | string | Task card id (`tasks` table of `Validflow/cutaste-base`) | | `family_id` | string | Task family id (`tasks//` in `Validflow/cutaste-base`, `pages///` here) | | `category` | string | Page category | | `config` | string | Configuration id (`standard/configs/.json` in `Validflow/cutaste-base`) | | `model` | string | Model of the configuration | | `skills` | list of string | Skills of the configuration, `name@commit` | | `no_page` | bool | The run produced no page (counts as a floor failure) | | `floor_pass` | bool | No fatal and no severe floor-check failure | | `floor_failures` | list of string | Ids of the fatal / severe floor checks that failed | | `flagged_for_review` | list of string | Checks that could not decide and flagged the page | | `minor_findings` | list of string | Minor checks that failed (recorded, not a floor failure) | | `requirements_met` / `_violated` / `_missing` | int64 | Requirement points decided met / violated / missing | | `requirements_undecided` | int64 | Requirement points no checker could decide here (`n/a`) | ## Fields of `data/summary/test-00000-of-00001.parquet` | Field | Meaning | |---|---| | `config`, `model`, `skills` | The configuration | | `floor_pass`, `floor_pass_raw` | Weighted floor pass share, and raw `k/n` | | `requirement_compliance`, `requirement_compliance_raw` | Weighted share of decided points met, and raw `k/n` | | `judge_preferred`, `judge_uncertain` | Auto-judge shares (or `not shown` when not admitted) | ## `report/report.json` The report data the CLI renders: `configs` (harness, model, skills, sandbox), `categories` and their public `weights`, and `sections[]` with four columns — `floor` and `compliance` (`rows[]` per config and viewport, counts per category as `{k, n}`), `aesthetic` (`status` `admitted` with `rows[]` of preferred / uncertain counts, or `not-admitted` with the reason) and `external`. `cutaste base report --format md|html` renders it with intervals. ## `pages/` `pages/index.json`: `release`, `scenario`, `perceptualHash` (`dhash-64`), `configs`, `tasks` and `cells[]`, one per configuration × task: | Field | Meaning | |---|---| | `configId`, `taskId`, `familyId`, `seed` | The cell | | `status` | `page`, or `no-page` when the run produced none (then `files` is empty) | | `entry` | Entry file of the page (`index.html`) | | `files[]` | `path` (relative to `pages///`), `sha256`, `bytes` | | `omitted[]` | Files of the run's output that are not shipped (tool state, non-page files), with the reason | | `floor` | `pass` and the failed `fatal` / `severe` / `minor` check ids | | `requirements[]` | `id`, `checker`, `result` (`met`, `violated`, `missing`, `n/a`) | | `screenshots[]` | The maintainer's screenshots: `id`, `viewport`, `kind`, object `hash`, 64-bit perceptual hash `dhash` (the images themselves are not shipped) | | `run`, `runCacheKey`, `eval`, `contractHash`, `fingerprint` | Hashes of the maintainer's run, evaluation, render contract and configuration | Open `pages///index.html` in a browser to see a page (it needs no network). The `cutaste` CLI re-renders these pages on your machine when you compare your own configuration (`cutaste base run`). ## How to read it ```python from datasets import load_dataset rows = load_dataset("Validflow/cutaste-base-results", split="test", revision="base-2026Q4.1-preview") # one row per task × config summary = load_dataset("Validflow/cutaste-base-results", "summary", split="test", revision="base-2026Q4.1-preview") ``` ```bash huggingface-cli download Validflow/cutaste-base-results --repo-type dataset --revision base-2026Q4.1-preview --local-dir taste-base-results cd taste-base-results && sha256sum -c SHA256SUMS cutaste base report # with the cutaste CLI: downloads, verifies against your installed tasks, renders ``` ## Licences - Results, report, tables, judge records and the generated page sources: Creative Commons Attribution 4.0 International (CC BY 4.0). - Results of other configurations are not collected here; a Hugging Face Benchmark registration (`eval.yaml`, results from model repos' `.eval_results/`) is planned. - Font files and licence texts that an agent copied into a page folder are third-party material and keep their own licences (see `ledger/generated-content.json`). - The tasks these results refer to: see `Validflow/cutaste-base` (WebGen-Bench, MIT). ## Limitations Preview channel; 40 tasks; one judge family; no human labels yet; no detection of benchmark-targeted tuning. Pages were generated without the Codex sandbox (isolated home and work directories instead); an agent could read files outside its work directory, and some copied font files from the generating machine into their pages (listed per page in `pages/index.json`, licences in `ledger/generated-content.json`).