# Rapidata World Model Physics — with-reference-pinned

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Human pairwise evaluation of physics outputs, measuring with-reference-pinned. 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%3Arlb_1Xwr15RsywqJgE
Last updated: Wed, 21 Oct 2026 18:52:20 GMT

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Human pairwise evaluation of physics outputs, measuring with-reference-pinned. 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) | 1,118.41elo | CI 1,089.48–1,147.34 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1118.406928829588 \| elo \| rlb_1Xwr15RsywqJgE \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion rlb_1Xwr15RsywqJgE participantId par_1Ue7R9YTonQ6uL sourceModelVersion HappyHorse 1.0 weighted false ### Reported statistics Uncertainty Confidence interval: 1,089.48–1,147.34 confidenceIntervalLowerOffset 28.929455738735896 confidenceIntervalUpperOffset 28.929455738735896 totalMatches 3193 wins 1806 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query?leaderboard_id%5Beq%5D=rlb_1Xwr15RsywqJgE) Source rapidata Original model label HappyHorse 1.0 Source version v1 Observed 2026-10-21T16:37:33.020Z Evidence SHA-256 `38d60626fc8c04a83169acf54a7694f5f495b1eb49089670f736c329794ea24d` Source locator `/items/9` |  |  |  |  |
| 2 | [Wan 2.6](https://benchize.com/models/wan-2-6.md) | 1,034.54elo | CI 1,006.02–1,063.05 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1034.5350336771096 \| elo \| rlb_1Xwr15RsywqJgE \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion rlb_1Xwr15RsywqJgE participantId par_1Ue89EGM12xNyr sourceModelVersion Wan 2.6 weighted false ### Reported statistics Uncertainty Confidence interval: 1,006.02–1,063.05 confidenceIntervalLowerOffset 28.51791172141452 confidenceIntervalUpperOffset 28.51791172141452 totalMatches 3217 wins 1666 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query?leaderboard_id%5Beq%5D=rlb_1Xwr15RsywqJgE) Source rapidata Original model label Wan 2.6 Source version v1 Observed 2026-10-21T16:37:33.020Z Evidence SHA-256 `38d60626fc8c04a83169acf54a7694f5f495b1eb49089670f736c329794ea24d` Source locator `/items/15` |  |  |  |  |
| 3 | [Veo 3.1 Fast](https://benchize.com/models/veo-3-1-fast.md) | 1,009.58elo | CI 981.12–1,038.03 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1009.5753485622869 \| elo \| rlb_1Xwr15RsywqJgE \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion rlb_1Xwr15RsywqJgE participantId par_1Ue7kL0rVdyCQM sourceModelVersion Veo 3.1 Fast weighted false ### Reported statistics Uncertainty Confidence interval: 981.12–1,038.03 confidenceIntervalLowerOffset 28.459414883596423 confidenceIntervalUpperOffset 28.459414883596423 totalMatches 3191 wins 1607 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query?leaderboard_id%5Beq%5D=rlb_1Xwr15RsywqJgE) Source rapidata Original model label Veo 3.1 Fast Source version v1 Observed 2026-10-21T16:37:33.020Z Evidence SHA-256 `38d60626fc8c04a83169acf54a7694f5f495b1eb49089670f736c329794ea24d` Source locator `/items/16` |  |  |  |  |
| 4 | [Wan 2.7](https://benchize.com/models/wan-2-7.md) | 975.77elo | CI 947.13–1,004.41 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 975.767985369748 \| elo \| rlb_1Xwr15RsywqJgE \| Higher is better \| ### Configuration benchmarkId bmk_1U6OmpqcWwoRpy criterion rlb_1Xwr15RsywqJgE participantId par_1Ue7VKLuNkwaKd sourceModelVersion Wan 2.7 weighted false ### Reported statistics Uncertainty Confidence interval: 947.13–1,004.41 confidenceIntervalLowerOffset 28.64029147474514 confidenceIntervalUpperOffset 28.64029147474514 totalMatches 3192 wins 1546 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1U6OmpqcWwoRpy/standings/query?leaderboard_id%5Beq%5D=rlb_1Xwr15RsywqJgE) Source rapidata Original model label Wan 2.7 Source version v1 Observed 2026-10-21T16:37:33.020Z Evidence SHA-256 `38d60626fc8c04a83169acf54a7694f5f495b1eb49089670f736c329794ea24d` Source locator `/items/17` |  |  |  |  |

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Cite as: Rapidata World Model Physics — with-reference-pinned — Benchize, https://benchize.com/benchmarks/rapidata%3Aworld-model-physics%3Arlb_1Xwr15RsywqJgE (retrieved 2026-10-21)