# Prompt Enhancement for Text-to-Video Generation on CogVideoX-5B (test) Source: [Prompt Enhancement for Text-to-Video Generation on CogVideoX-5B (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:32:43.799Z Evaluation of Text-to-Video Generation models focusing on prompt enhancement capabilities, using the CogVideoX-5B test set, assessed via SA, PC, and PC&SA 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 | Prompt Enhancement for Text-to-Video Generation | | Dataset (including any stated split) | CogVideoX-5B (test) | | Metric | SA | | 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](): Higher is better; unit: PERCENT. - [PC](): Higher is better; unit: PERCENT. - [PC & SA](): Higher is better; unit: PERCENT. ## Recorded results | Method | SA | Result date | Report paper | | --- | --- | --- | --- | | GPT-4o | 52.6 | Not recorded | 69a90de72d603e6de3e4065a | | PhyT2V | 50.6 | Not recorded | 69a90de72d603e6de3e4065a | | DeepSeek-V3 | 50.6 | Not recorded | 69a90de72d603e6de3e4065a | | Original Prompt | 50.2 | Not recorded | 69a90de72d603e6de3e4065a | | PhyPrompt | 50.2 | Not recorded | 69a90de72d603e6de3e4065a | | Qwen2.5 | 47.8 | Not recorded | 69a90de72d603e6de3e4065a | | PhyPrompt | 47.4 | Not recorded | 69a90de72d603e6de3e4065a | | Promptist | 46.4 | Not recorded | 69a90de72d603e6de3e4065a | | PhyPrompt | 46.4 | Not recorded | 69a90de72d603e6de3e4065a | | Qwen2.5 | 45.2 | Not recorded | 69a90de72d603e6de3e4065a | | Qwen2.5 | 39.2 | Not recorded | 69a90de72d603e6de3e4065a | ### GPT-4o SA: 52.6. Result ID: 69a9318d6dbb7075b9523c95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Enhanced Model":"GPT-4o"}. This record does not assert independent reproduction. ### PhyT2V SA: 50.6. Result ID: 69a9318d6dbb7075b9523c8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Enhanced Model":"PhyT2V"}. This record does not assert independent reproduction. ### DeepSeek-V3 SA: 50.6. Result ID: 69a9318d6dbb7075b9523c96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Enhanced Model":"DeepSeek-V3"}. This record does not assert independent reproduction. ### Original Prompt SA: 50.2. Result ID: 69a9318d6dbb7075b9523c8c. [Reporting paper]() Recorded evaluation configuration: {"Enhanced Model":"N/A"}. This record does not assert independent reproduction. ### PhyPrompt SA: 50.2. Result ID: 69a9318d6dbb7075b9523c94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction. ### Qwen2.5 SA: 47.8. Result ID: 69a9318d6dbb7075b9523c93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction. ### PhyPrompt SA: 47.4. Result ID: 69a9318d6dbb7075b9523c90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"1.5B"}. This record does not assert independent reproduction. ### Promptist SA: 46.4. Result ID: 69a9318d6dbb7075b9523c8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Enhanced Model":"Promptist"}. This record does not assert independent reproduction. ### PhyPrompt SA: 46.4. Result ID: 69a9318d6dbb7075b9523c92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B"}. This record does not assert independent reproduction. ### Qwen2.5 SA: 45.2. Result ID: 69a9318d6dbb7075b9523c91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B"}. This record does not assert independent reproduction. ### Qwen2.5 SA: 39.2. Result ID: 69a9318d6dbb7075b9523c8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"1.5B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.