Datasets:
task_id stringclasses 70
values | task_name stringclasses 70
values | model_id stringclasses 9
values | model_name stringclasses 9
values | trajectory_found bool 1
class | website_found bool 2
classes | has_published_score bool 2
classes | metadata_path stringlengths 31 61 |
|---|---|---|---|---|---|---|---|
1password-web | 1Password Web | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/1password-web/claude-opus-5-5/index.json |
1password-web | 1Password Web | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/1password-web/claude-opus-5/index.json |
1password-web | 1Password Web | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/1password-web/gpt-5.6-luna/index.json |
1password-web | 1Password Web | grok-4.6 | Grok 4.6 | true | true | true | benchmark/1password-web/grok-4.6/index.json |
1password-web | 1Password Web | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/1password-web/glm-5.3-flash/index.json |
1password-web | 1Password Web | kimi-k3 | Kimi K3 | true | true | true | benchmark/1password-web/kimi-k3/index.json |
1password-web | 1Password Web | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/1password-web/deepseek-v4.1-flash/index.json |
1password-web | 1Password Web | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/1password-web/qwen3.8-max/index.json |
1password-web | 1Password Web | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/1password-web/gpt-6.1-sol/index.json |
33 | Coursera | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/33/claude-opus-5-5/index.json |
33 | Coursera | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/33/claude-opus-5/index.json |
33 | Coursera | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/33/gpt-5.6-luna/index.json |
33 | Coursera | grok-4.6 | Grok 4.6 | true | true | true | benchmark/33/grok-4.6/index.json |
33 | Coursera | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/33/glm-5.3-flash/index.json |
33 | Coursera | kimi-k3 | Kimi K3 | true | true | true | benchmark/33/kimi-k3/index.json |
33 | Coursera | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/33/deepseek-v4.1-flash/index.json |
33 | Coursera | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/33/qwen3.8-max/index.json |
33 | Coursera | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/33/gpt-6.1-sol/index.json |
ace-hardware | Ace Hardware | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/ace-hardware/claude-opus-5-5/index.json |
ace-hardware | Ace Hardware | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/ace-hardware/claude-opus-5/index.json |
ace-hardware | Ace Hardware | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/ace-hardware/gpt-5.6-luna/index.json |
ace-hardware | Ace Hardware | grok-4.6 | Grok 4.6 | true | true | true | benchmark/ace-hardware/grok-4.6/index.json |
ace-hardware | Ace Hardware | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/ace-hardware/glm-5.3-flash/index.json |
ace-hardware | Ace Hardware | kimi-k3 | Kimi K3 | true | true | true | benchmark/ace-hardware/kimi-k3/index.json |
ace-hardware | Ace Hardware | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/ace-hardware/deepseek-v4.1-flash/index.json |
ace-hardware | Ace Hardware | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/ace-hardware/qwen3.8-max/index.json |
ace-hardware | Ace Hardware | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/ace-hardware/gpt-6.1-sol/index.json |
airtable | Airtable | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/airtable/claude-opus-5-5/index.json |
airtable | Airtable | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/airtable/claude-opus-5/index.json |
airtable | Airtable | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/airtable/gpt-5.6-luna/index.json |
airtable | Airtable | grok-4.6 | Grok 4.6 | true | true | true | benchmark/airtable/grok-4.6/index.json |
airtable | Airtable | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/airtable/glm-5.3-flash/index.json |
airtable | Airtable | kimi-k3 | Kimi K3 | true | true | true | benchmark/airtable/kimi-k3/index.json |
airtable | Airtable | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/airtable/deepseek-v4.1-flash/index.json |
airtable | Airtable | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/airtable/qwen3.8-max/index.json |
airtable | Airtable | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/airtable/gpt-6.1-sol/index.json |
amazon | Amazon | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/amazon/claude-opus-5-5/index.json |
amazon | Amazon | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/amazon/claude-opus-5/index.json |
amazon | Amazon | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/amazon/gpt-5.6-luna/index.json |
amazon | Amazon | grok-4.6 | Grok 4.6 | true | true | true | benchmark/amazon/grok-4.6/index.json |
amazon | Amazon | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/amazon/glm-5.3-flash/index.json |
amazon | Amazon | kimi-k3 | Kimi K3 | true | true | true | benchmark/amazon/kimi-k3/index.json |
amazon | Amazon | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | false | benchmark/amazon/deepseek-v4.1-flash/index.json |
amazon | Amazon | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/amazon/qwen3.8-max/index.json |
amazon | Amazon | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/amazon/gpt-6.1-sol/index.json |
amazon-home-services | Amazon Home Services | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/amazon-home-services/claude-opus-5-5/index.json |
amazon-home-services | Amazon Home Services | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/amazon-home-services/claude-opus-5/index.json |
amazon-home-services | Amazon Home Services | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/amazon-home-services/gpt-5.6-luna/index.json |
amazon-home-services | Amazon Home Services | grok-4.6 | Grok 4.6 | true | true | true | benchmark/amazon-home-services/grok-4.6/index.json |
amazon-home-services | Amazon Home Services | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/amazon-home-services/glm-5.3-flash/index.json |
amazon-home-services | Amazon Home Services | kimi-k3 | Kimi K3 | true | true | true | benchmark/amazon-home-services/kimi-k3/index.json |
amazon-home-services | Amazon Home Services | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/amazon-home-services/deepseek-v4.1-flash/index.json |
amazon-home-services | Amazon Home Services | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/amazon-home-services/qwen3.8-max/index.json |
amazon-home-services | Amazon Home Services | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/amazon-home-services/gpt-6.1-sol/index.json |
amc-theatres | AMC Theatres | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/amc-theatres/claude-opus-5-5/index.json |
amc-theatres | AMC Theatres | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/amc-theatres/claude-opus-5/index.json |
amc-theatres | AMC Theatres | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/amc-theatres/gpt-5.6-luna/index.json |
amc-theatres | AMC Theatres | grok-4.6 | Grok 4.6 | true | true | true | benchmark/amc-theatres/grok-4.6/index.json |
amc-theatres | AMC Theatres | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/amc-theatres/glm-5.3-flash/index.json |
amc-theatres | AMC Theatres | kimi-k3 | Kimi K3 | true | true | true | benchmark/amc-theatres/kimi-k3/index.json |
amc-theatres | AMC Theatres | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/amc-theatres/deepseek-v4.1-flash/index.json |
amc-theatres | AMC Theatres | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/amc-theatres/qwen3.8-max/index.json |
amc-theatres | AMC Theatres | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/amc-theatres/gpt-6.1-sol/index.json |
angi | Angi | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/angi/claude-opus-5-5/index.json |
angi | Angi | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/angi/claude-opus-5/index.json |
angi | Angi | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/angi/gpt-5.6-luna/index.json |
angi | Angi | grok-4.6 | Grok 4.6 | true | true | true | benchmark/angi/grok-4.6/index.json |
angi | Angi | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/angi/glm-5.3-flash/index.json |
angi | Angi | kimi-k3 | Kimi K3 | true | true | true | benchmark/angi/kimi-k3/index.json |
angi | Angi | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/angi/deepseek-v4.1-flash/index.json |
angi | Angi | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/angi/qwen3.8-max/index.json |
angi | Angi | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/angi/gpt-6.1-sol/index.json |
apple | Apple | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/apple/claude-opus-5-5/index.json |
apple | Apple | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/apple/claude-opus-5/index.json |
apple | Apple | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/apple/gpt-5.6-luna/index.json |
apple | Apple | grok-4.6 | Grok 4.6 | true | true | true | benchmark/apple/grok-4.6/index.json |
apple | Apple | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/apple/glm-5.3-flash/index.json |
apple | Apple | kimi-k3 | Kimi K3 | true | true | false | benchmark/apple/kimi-k3/index.json |
apple | Apple | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/apple/deepseek-v4.1-flash/index.json |
apple | Apple | qwen3.8-max | Qwen 3.8 Max | true | true | false | benchmark/apple/qwen3.8-max/index.json |
apple | Apple | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/apple/gpt-6.1-sol/index.json |
article | Article | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/article/claude-opus-5-5/index.json |
article | Article | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/article/claude-opus-5/index.json |
article | Article | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/article/gpt-5.6-luna/index.json |
article | Article | grok-4.6 | Grok 4.6 | true | true | true | benchmark/article/grok-4.6/index.json |
article | Article | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/article/glm-5.3-flash/index.json |
article | Article | kimi-k3 | Kimi K3 | true | true | true | benchmark/article/kimi-k3/index.json |
article | Article | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/article/deepseek-v4.1-flash/index.json |
article | Article | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/article/qwen3.8-max/index.json |
article | Article | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/article/gpt-6.1-sol/index.json |
asana | Asana | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/asana/claude-opus-5-5/index.json |
asana | Asana | claude-opus-5 | Claude Opus 5 | true | true | true | benchmark/asana/claude-opus-5/index.json |
asana | Asana | gpt-5.6-luna | GPT 5.6 Luna | true | true | true | benchmark/asana/gpt-5.6-luna/index.json |
asana | Asana | grok-4.6 | Grok 4.6 | true | true | true | benchmark/asana/grok-4.6/index.json |
asana | Asana | glm-5.3-flash | GLM 5.3 Flash | true | true | true | benchmark/asana/glm-5.3-flash/index.json |
asana | Asana | kimi-k3 | Kimi K3 | true | true | true | benchmark/asana/kimi-k3/index.json |
asana | Asana | deepseek-v4.1-flash | DeepSeek V4.1 Flash | true | true | true | benchmark/asana/deepseek-v4.1-flash/index.json |
asana | Asana | qwen3.8-max | Qwen 3.8 Max | true | true | true | benchmark/asana/qwen3.8-max/index.json |
asana | Asana | gpt-6.1-sol | GPT 6.1 Sol | true | true | true | benchmark/asana/gpt-6.1-sol/index.json |
aspca-pet-insurance | ASPCA Pet Health Insurance | claude-opus-5-5 | Claude Opus 5.5 | true | true | true | benchmark/aspca-pet-insurance/claude-opus-5-5/index.json |
WebsiteBench
70 tasks × 9 models. Start in benchmark/. Only the current evaluation protocol contributes scores. The versioned JSON files are the current catalog; Excel is no longer a runtime or update dependency.
benchmark/<task>/<model>/<context>/
score.json # published score, metric and verification level
trajectory.tar.zst # ATIF + referenced images
website.tar.gz # generated website (.tar.zst for normalized exports)
reference.tar.gz # exact bound reference, when available
evaluation.json.zst # valid raw evaluation matching the published fraction
provenance.json # run identity, hashes, limitations and prior claims
An absent material has a trajectory.MISSING.json, website.MISSING.json, or evaluation.MISSING.json in the same folder. A run without a valid score has score.UNSCORED.json, including the reason. These markers contain no fabricated scores. Different contexts stay in separate folders; folder count is not the number of independent runs.
200K / 1M are reported context-window settings: approximately 200,000 / 1,000,000 tokens. They are separate run configurations, independent of the evaluation protocol. A larger context does not guarantee a higher score. A published context label does not by itself verify the runtime limit; configuration limitations remain in each run’s provenance.
The active cohort excludes Untappd, RoomSketcher, Workable and edX for the recorded task/evaluation problems. All four tasks and their materials are preserved under history/excluded-tasks/; they contribute to no current score, ranking, plot or coverage count. The exact 70-task list is sources/cohort.json.
What needs attention
- Missing trajectories — task/model pairs without a located baseline trace.
- Missing website code — task/model pairs without bound baseline code.
- No current valid score — includes closed or invalid evaluations; this does not automatically call for a rerun.
- Context-level missing materials and unscored contexts keep context restrictions visible.
- One-page coverage and all active pairs.
The default Overview missing-score list has 9 cells. Overview uses explicit per-model display contexts from display-contexts.json: Qwen uses its reported 200K run; GLM/DeepSeek retain their 1M browsing defaults. Eight explicitly listed GLM tasks use their available 200K publication, as requested; all other GLM selections use the 1M default. No maximum-score selection is used. Mixed columns and individual cells show actual contexts. The 1M-only list (36 cells) and 200K-only list (68 cells) are context-specific comparisons, not a model-wide missing-score claim. The model summary below counts a score in any recorded context.
Book1 Qwen reconciliation preserves the original 74-task audit: 71 published 200K fractions match the canonical score files; Apple, RoomSketcher and Untappd have no published valid fraction. The blank model-name cell for Apple is explicitly attributed to this single-model sheet.
| Model | Traces | Websites | Published scores (any context) |
|---|---|---|---|
| Claude Opus 5.5 | 70/70 | 70/70 | 70/70 |
| Claude Opus 5 | 70/70 | 69/70 | 69/70 |
| GPT 5.6 Luna | 70/70 | 70/70 | 70/70 |
| Grok 4.6 | 70/70 | 70/70 | 70/70 |
| GLM 5.3 Flash | 70/70 | 70/70 | 70/70 |
| Kimi K3 | 70/70 | 70/70 | 68/70 |
| DeepSeek V4.1 Flash | 70/70 | 70/70 | 67/70 |
| Qwen 3.8 Max | 70/70 | 68/70 | 69/70 |
| GPT 6.1 Sol | 70/70 | 69/70 | 68/70 |
Leaderboard
Table/Pareto data is recalculated from the exact same 70-task/context selection as Waffle. Overall and T1/T2/T3 are arithmetic means of the available per-task fractions; missing/invalid results are not zero. Every metric includes its coverage. Reported resource means preserve estimates/partial-usage qualifications. Pareto uses the same task subset for both coordinates. The auditable per-task inputs are in data/leaderboard-inputs.json.
Reading scores
score.json separates the reported fraction, T1/T2/T3, scoring protocol, exact recording ID, and evidence level. published_declaration means a current source reports the score; matching_valid_evaluation means a valid equal-case-v1 evaluation matches it; selected_run_and_cases_verified also checks explicit selection and case identities. Duplicate copies of the same evaluation are one piece of score evidence. Original 1000-case / functional-only scores and earlier publications without verified new-protocol evidence live in history/benchmark/, never in current score fields or Waffle. Their current folder is marked needs_current_evaluation. A missing score is never zero. All recorded raw evaluations, including invalid/old ones, remain separately labelled under evaluations/; evaluation.json.zst is specifically a valid new-protocol evaluation matching the current fraction.
The final migration reads all 1,126 Harbor tab records (959 rows within the original 74-task cohort), all 1,170 workbook notes (including all 934 old-Missing traces notes), and existing published claims. Repeated source rows are provenance, not extra runs. Explicit current invalid/closed results supersede stale scores. Empty placeholder rows do not erase existing published results. Original values, source cells and limitations are retained in provenance.json, migration provenance, and history/. No maximum-score selection is used. Rounded Sol context labels 258k/258.4k are one context; original labels remain recorded. Context configuration that was not verified is explicitly identified.
Website and updates
The website imports the small, checksummed site exports at a pinned HF revision. Update the relevant canonical score/material file, regenerate the derived tables/site exports, validate, and publish one catalog revision. There is no need to edit Excel. Large payloads reuse verified blobs; downloading the entire repository is unnecessary. Older source directories and objects/ remain available as archive paths.
python tools/export_unified_tables.py --root .
# Website checkout:
python tools/sync_hf_catalog.py --revision <40-character-HF-commit>
node tools/prerender.js
Source presence does not certify that a website launches unchanged. Known replay limitations and original licensing/attribution still apply. External credentials were redacted during normalization; hashes document the retained bytes. Reference exports are not borrowed across recordings.
Citation
See CITATION.bib and CITATION.cff.
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