# Rapidata World Model Physics — Overall preference

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Human pairwise evaluation of physics outputs, measuring overall preference. Scores are fitted using the Bradley–Terry preference model and expressed on the publisher’s Elo scale with 95% confidence intervals.

Canonical URL: https://benchize.com/benchmarks/rapidata%3Aworld-model-physics%3Aoverall
Last updated: Wed, 21 Oct 2026 18:05:10 GMT

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Human pairwise evaluation of physics outputs, measuring overall preference. Scores are fitted using the Bradley–Terry preference model and expressed on the publisher’s Elo scale with 95% confidence intervals.

Multimodal · Models tested: 4 · Score publishers: [rapidata](https://www.benchmark.ai/world-model-physics)

## Model results

| # | Model | Score | ± |  |
| --- | --- | --- | --- | --- |
| 1 | [Happyhorse 1 0](https://benchize.com/models/happyhorse-1-0.md) | 1,105.79elo | CI 1,095.03–1,116.55 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1105.7925830193842 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion overall participantId par_1Ue7R9YTonQ6uL sourceModelVersion HappyHorse 1.0 weighted false ### Reported statistics Uncertainty Confidence interval: 1,095.03–1,116.55 confidenceIntervalLowerOffset 10.760764142210064 confidenceIntervalUpperOffset 10.760764142210064 totalMatches 22748.727536712875 wins 12891.901654056688 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query) Source rapidata Original model label HappyHorse 1.0 Source version v1 Observed 2026-10-21T16:37:32.074Z Evidence SHA-256 `5422f5ed3a299971836364af1a60b7463d4b59d519db466904342ec8db8ec44a` Source locator `/items/10` |  |  |  |  |
| 2 | [Wan 2.6](https://benchize.com/models/wan-2-6.md) | 1,021.95elo | CI 1,011.28–1,032.61 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1021.9456243922865 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion overall participantId par_1Ue89EGM12xNyr sourceModelVersion Wan 2.6 weighted false ### Reported statistics Uncertainty Confidence interval: 1,011.28–1,032.61 confidenceIntervalLowerOffset 10.66362767275075 confidenceIntervalUpperOffset 10.66362767275075 totalMatches 22817.18433991662 wins 11827.30262207595 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query) Source rapidata Original model label Wan 2.6 Source version v1 Observed 2026-10-21T16:37:32.074Z Evidence SHA-256 `5422f5ed3a299971836364af1a60b7463d4b59d519db466904342ec8db8ec44a` Source locator `/items/15` |  |  |  |  |
| 3 | [Veo 3.1 Fast](https://benchize.com/models/veo-3-1-fast.md) | 1,018.22elo | CI 1,007.56–1,028.87 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1018.2188248200274 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion overall participantId par_1Ue7kL0rVdyCQM sourceModelVersion Veo 3.1 Fast weighted false ### Reported statistics Uncertainty Confidence interval: 1,007.56–1,028.87 confidenceIntervalLowerOffset 10.655416562633377 confidenceIntervalUpperOffset 10.655416562633377 totalMatches 22736.135087715535 wins 11739.264798645236 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query) Source rapidata Original model label Veo 3.1 Fast Source version v1 Observed 2026-10-21T16:37:32.074Z Evidence SHA-256 `5422f5ed3a299971836364af1a60b7463d4b59d519db466904342ec8db8ec44a` Source locator `/items/16` |  |  |  |  |
| 4 | [Wan 2.7](https://benchize.com/models/wan-2-7.md) | 1,010.38elo | CI 999.75–1,021.01 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1010.3802139042284 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion overall participantId par_1Ue7VKLuNkwaKd sourceModelVersion Wan 2.7 weighted false ### Reported statistics Uncertainty Confidence interval: 999.75–1,021.01 confidenceIntervalLowerOffset 10.633311649236816 confidenceIntervalUpperOffset 10.633311649236816 totalMatches 22745.233094748597 wins 11641.178894981227 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query) Source rapidata Original model label Wan 2.7 Source version v1 Observed 2026-10-21T16:37:32.074Z Evidence SHA-256 `5422f5ed3a299971836364af1a60b7463d4b59d519db466904342ec8db8ec44a` Source locator `/items/17` |  |  |  |  |

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Cite as: Rapidata World Model Physics — Overall preference — Benchize, https://benchize.com/benchmarks/rapidata%3Aworld-model-physics%3Aoverall (retrieved 2026-10-21)