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Text-to-Scene: Gemma 4 31B (thinking on) cost estimated from its logged tokens
Verified signatureGemma 4 31B ran on self-hosted weights, so nothing was billed. Its cost is now the token counts its agent logged on every model call (scripts/t2s_token_cost.py) at Gemma 4 31B's OpenRouter list price ($0.20 input, $0.40 output per million): median $0.056 per case, shown as $0.06*, with the basis in the table, tooltips, Pareto caption and gallery. It now has a Pareto point, on the frontier. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>391a498 -
Text-to-Scene: four more finished runs (19 configurations); Xiaomi mark; open-weights tags
Verified signatureSnapshot 2026-10-16 16:01 UTC of the internal leaderboard: GPT-6 Luna (max), Muse Spark Open (max), MiMo V2.6 Pro (max) and Gemma 4 31B (thinking on) have all 20 cases scored and join the bars, Pareto, ranking, tooltips and gallery (19 configurations); Inkling has not finished and stays out. Xiaomi gets its own mark (Simple Icons) and the internal leaderboard's amber; Muse Spark Open and MiMo V2.6 Pro are tagged open weights (OpenRouter lists their Hugging Face weights). Gemma 4 31B ran on self-hosted weights, so it has no billed cost and no Pareto point, and the pages say so. Scores never rounded up; median cost per case. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>0c7052b -
Text-to-Scene: Muse Wonder Full 1.0 cost from its CLI's own token logs
Verified signatureThe harness stream of the muse CLI has no usage, so the internal table left Muse Wonder Full without a cost. The CLI's own session logs record every model call's provider token counts (they match its cost ledger); scripts/t2s_muse_cost.py prices them at Muse Wonder's OpenRouter list rate ($4 input, $0.20 cached input, $20 output per million; Wonder Full is sold by subscription), with the CLI's background model Muse Spark 1.3 at its own rate: median $3.66 per case. The skill-reminder side calls are not logged readably and are left out. Ranking, Pareto, tooltips and gallery updated; the pages say how this cost is derived. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>b85bdcb -
Text-to-Scene: the October 2026 re-run replaces the paper's Research Track numbers; latest cases; gallery
Verified signatureLeaderboard (Text-to-Scene tab): bars, Pareto, ranking and tooltips from the internal leaderboard's sandboxed re-run, only configurations with all 20 cases scored; scores never rounded up, median cost per case. Cases: the four-agent comparison videos with a scene picker; the Industrial Harbor showcase stays. Gallery: every shown configuration on all 20 scenes, by agent and by scene. Image-to-Scene, the Task Format example, the Takeaways and the case explorer keep the paper's evaluation. Rebuild: scripts/t2s_sandbox_round.py and scripts/t2s_gallery.py (see README). Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>988be21
11 days ago
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Industrial Harbor card on the same live three.js viewer as the other cases
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>e998ba1 -
Four more Image-to-Scene cases: Suburban Umbrella Pair, Rosie's Service Bin, Rosie's Roadside Billboard, Suburban Driveway Mailbox
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>cca5a6d -
Text-to-Scene / Image-to-Scene tabs in every section; restore the Image-to-Scene task, views, cases, takeaways and models
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>5bf5905
15 days ago
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Text-to-Scene only: drop the Image-to-Scene task, views, cases, takeaways and models; v31 teaser
Verified signatureThe page now shows the construction setting alone (user, 2026-10-01). scripts/t2s_only.py makes the page edit; the Image-to-Scene models, their progressive geometry and texture bundles, media/i2s and the old teaser are removed.96718cc -
Render geometry before progressive textures and self-host Three.js
c77f6d9 -
Unify task examples, add chart tooltips and bound scene loading
7d419bd -
Rebuild reference Pareto frontier and default all case displays to live 3D
5c0856a
16 days ago
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Code4Scene project page: leaderboard, takeaways, cases in 3D
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