# Text-to-Video Prompt Rewriting on VideoPhy 2

Source: [Text-to-Video Prompt Rewriting on VideoPhy 2](<https://www.sota2.com/research/sota/text-to-video-prompt-rewriting-on-videophy-2>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-05T07:32:43.826Z

Evaluation of models on rewriting text prompts for video generation using the VideoPhy 2 dataset, assessed using SA and PC metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Text-to-Video Prompt Rewriting |
| Dataset (including any stated split) | VideoPhy 2 |
| Metric | SA Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [SA Score](<https://www.sota2.com/research/sota/text-to-video-prompt-rewriting-on-videophy-2.md?metric=SA%20Score>): Higher is better; unit: PERCENT.

- [PC Score](<https://www.sota2.com/research/sota/text-to-video-prompt-rewriting-on-videophy-2.md?metric=PC%20Score>): Higher is better; unit: PERCENT.

- [SA & PC Score](<https://www.sota2.com/research/sota/text-to-video-prompt-rewriting-on-videophy-2.md?metric=SA%20%26%20PC%20Score>): Higher is better; unit: PERCENT.

- [Average SA Score](<https://www.sota2.com/research/sota/text-to-video-prompt-rewriting-on-videophy-2.md?metric=Average%20SA%20Score>): Higher is better; unit: SCALAR.

- [Average PC Score](<https://www.sota2.com/research/sota/text-to-video-prompt-rewriting-on-videophy-2.md?metric=Average%20PC%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SA Score | Result date | Report paper |
| --- | --- | --- | --- |
| DeepSeek-V3 | 48.4 | Not recorded | 69a90de72d603e6de3e4065a |
| PhyPrompt-7B | 47.8 | Not recorded | 69a90de72d603e6de3e4065a |
| GPT-4o | 47 | Not recorded | 69a90de72d603e6de3e4065a |
| PhyPrompt-3B | 46.4 | Not recorded | 69a90de72d603e6de3e4065a |
| PhyT2V | 45 | Not recorded | 69a90de72d603e6de3e4065a |
| Qwen2.5-7B | 44.8 | Not recorded | 69a90de72d603e6de3e4065a |
| Original Prompt | 43.4 | Not recorded | 69a90de72d603e6de3e4065a |
| PhyPrompt-1.5B | 42.8 | Not recorded | 69a90de72d603e6de3e4065a |
| Promptist | 41.2 | Not recorded | 69a90de72d603e6de3e4065a |
| Qwen2.5-3B | 40 | Not recorded | 69a90de72d603e6de3e4065a |
| Qwen2.5-1.5B | 37.6 | Not recorded | 69a90de72d603e6de3e4065a |

### DeepSeek-V3

SA Score: 48.4. Result ID: 69a9318d6dbb7075b9523ca1.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77001e209131cea7066a.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B"}. This record does not assert independent reproduction.

### PhyPrompt-7B

SA Score: 47.8. Result ID: 69a9318d6dbb7075b9523c9f.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B","Model Size":"7B"}. This record does not assert independent reproduction.

### GPT-4o

SA Score: 47. Result ID: 69a9318d6dbb7075b9523ca0.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B"}. This record does not assert independent reproduction.

### PhyPrompt-3B

SA Score: 46.4. Result ID: 69a9318d6dbb7075b9523c9d.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B","Model Size":"3B"}. This record does not assert independent reproduction.

### PhyT2V

SA Score: 45. Result ID: 69a9318d6dbb7075b9523c99.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74c1f.md>)

[Implementation](<https://github.com/pittisl/PhyT2V>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B"}. This record does not assert independent reproduction.

### Qwen2.5-7B

SA Score: 44.8. Result ID: 69a9318d6dbb7075b9523c9e.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B","Model Size":"7B"}. This record does not assert independent reproduction.

### Original Prompt

SA Score: 43.4. Result ID: 69a9318d6dbb7075b9523c97.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B"}. This record does not assert independent reproduction.

### PhyPrompt-1.5B

SA Score: 42.8. Result ID: 69a9318d6dbb7075b9523c9b.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B","Model Size":"1.5B"}. This record does not assert independent reproduction.

### Promptist

SA Score: 41.2. Result ID: 69a9318d6dbb7075b9523c98.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d48.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B"}. This record does not assert independent reproduction.

### Qwen2.5-3B

SA Score: 40. Result ID: 69a9318d6dbb7075b9523c9c.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B","Model Size":"3B"}. This record does not assert independent reproduction.

### Qwen2.5-1.5B

SA Score: 37.6. Result ID: 69a9318d6dbb7075b9523c9a.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de72d603e6de3e4065a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Generator":"CogVideoX-2B","Model Size":"1.5B"}. This record does not assert independent reproduction.

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