# Laughter Temporal Localization on UR-Funny (test) Source: [Laughter Temporal Localization on UR-Funny (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:59:09.720Z Evaluation of Laughter Temporal Localization performance on the test split of the UR-Funny dataset. 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 | Laughter Temporal Localization | | Dataset (including any stated split) | UR-Funny (test) | | Metric | Localization Accuracy @0.5 IoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Localization Accuracy @0.5 IoU](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Localization Accuracy @0.5 IoU | Result date | Report paper | | --- | --- | --- | --- | | MTLLFM | 49.7 | Not recorded | 6a152967dbd7150506f7e35e | | Gemini 3 Flash | 39.3 | Not recorded | 6a152967dbd7150506f7e35e | | Qwen2.5 Omni 7B | 21.8 | Not recorded | 6a152967dbd7150506f7e35e | | Qwen2 Audio 7B | 13.7 | Not recorded | 6a152967dbd7150506f7e35e | ### MTLLFM Localization Accuracy @0.5 IoU: 49.7. Result ID: 6a157c72fbc373592c0dbb8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini 3 Flash Localization Accuracy @0.5 IoU: 39.3. Result ID: 6a157c72fbc373592c0dbb8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model version":"Flash"}. This record does not assert independent reproduction. ### Qwen2.5 Omni 7B Localization Accuracy @0.5 IoU: 21.8. Result ID: 6a157c72fbc373592c0dbb8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"7B"}. This record does not assert independent reproduction. ### Qwen2 Audio 7B Localization Accuracy @0.5 IoU: 13.7. Result ID: 6a157c72fbc373592c0dbb8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.