# Text-to-Video Generation on Human Evaluation 50 participants, 400 ratings (test) Source: [Text-to-Video Generation on Human Evaluation 50 participants, 400 ratings (test)]() Collection index: [llms.txt]() Data updated: 2026-03-09T09:14:40.584Z Human evaluation results for Text-to-Video Generation models, based on ratings collected from 50 participants resulting in 400 total scores (test set). Metrics reported are statistical summaries (Mean, Std, CI) of the underlying scores. 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 Generation | | Dataset (including any stated split) | Human Evaluation 50 participants, 400 ratings (test) | | Metric | Mean Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Mean Score](): Higher is better; unit: SCALAR. - [Standard Deviation](): Lower is better; unit: SCALAR. - [95% CI Lower Bound](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mean Score | Result date | Report paper | | --- | --- | --- | --- | | NEGATE | 4.84 | Not recorded | 69ae54052d603e6de3e42bd9 | | NEGATE | 4.76 | Not recorded | 69ae54052d603e6de3e42bd9 | | NEGATE | 4.75 | Not recorded | 69ae54052d603e6de3e42bd9 | | NEGATE | 4.54 | Not recorded | 69ae54052d603e6de3e42bd9 | | HunyuanVideo | 2.83 | Not recorded | 69ae54052d603e6de3e42bd9 | | HunyuanVideo | 2.75 | Not recorded | 69ae54052d603e6de3e42bd9 | | Mochi | 2.64 | Not recorded | 69ae54052d603e6de3e42bd9 | | CogVideoX | 2.34 | Not recorded | 69ae54052d603e6de3e42bd9 | | Mochi | 1.96 | Not recorded | 69ae54052d603e6de3e42bd9 | | Mochi | 1.94 | Not recorded | 69ae54052d603e6de3e42bd9 | | Mochi | 1.94 | Not recorded | 69ae54052d603e6de3e42bd9 | | CogVideoX | 1.8 | Not recorded | 69ae54052d603e6de3e42bd9 | | HunyuanVideo | 1.61 | Not recorded | 69ae54052d603e6de3e42bd9 | | HunyuanVideo | 1.58 | Not recorded | 69ae54052d603e6de3e42bd9 | | CogVideoX | 1.36 | Not recorded | 69ae54052d603e6de3e42bd9 | | CogVideoX | 1.34 | Not recorded | 69ae54052d603e6de3e42bd9 | ### NEGATE Mean Score: 4.84. Result ID: 69ae8f6b6dbb7075b956ef0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEGATE Mean Score: 4.76. Result ID: 69ae8f6b6dbb7075b956ef05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEGATE Mean Score: 4.75. Result ID: 69ae8f6b6dbb7075b956ef09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEGATE Mean Score: 4.54. Result ID: 69ae8f6b6dbb7075b956ef11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HunyuanVideo Mean Score: 2.83. Result ID: 69ae8f6b6dbb7075b956ef13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HunyuanVideo Mean Score: 2.75. Result ID: 69ae8f6b6dbb7075b956ef0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mochi Mean Score: 2.64. Result ID: 69ae8f6b6dbb7075b956ef0e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CogVideoX Mean Score: 2.34. Result ID: 69ae8f6b6dbb7075b956ef10. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mochi Mean Score: 1.96. Result ID: 69ae8f6b6dbb7075b956ef06. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mochi Mean Score: 1.94. Result ID: 69ae8f6b6dbb7075b956ef0a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mochi Mean Score: 1.94. Result ID: 69ae8f6b6dbb7075b956ef12. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CogVideoX Mean Score: 1.8. Result ID: 69ae8f6b6dbb7075b956ef14. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HunyuanVideo Mean Score: 1.61. Result ID: 69ae8f6b6dbb7075b956ef07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HunyuanVideo Mean Score: 1.58. Result ID: 69ae8f6b6dbb7075b956ef0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CogVideoX Mean Score: 1.36. Result ID: 69ae8f6b6dbb7075b956ef0c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CogVideoX Mean Score: 1.34. Result ID: 69ae8f6b6dbb7075b956ef08. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.