# Procedural Multimodal Machine Comprehension on RecipeQA (test) Source: [Procedural Multimodal Machine Comprehension on RecipeQA (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:25.200Z Evaluation of procedural and multimodal machine comprehension performance on the test split of the RecipeQA dataset, utilizing metrics such as Cloze, Coherence, and Ordering. 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 | Procedural Multimodal Machine Comprehension | | Dataset (including any stated split) | RecipeQA (test) | | Metric | Cloze | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Cloze](): Higher is better; unit: PERCENT. - [Coherence](): Higher is better; unit: PERCENT. - [Ordering](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Cloze | Result date | Report paper | | --- | --- | --- | --- | | Human | 77.6 | Not recorded | 68fa6c2d1e209131cea3290a | | TMEG | 73.27 | Not recorded | 68fa6c2d1e209131cea3290a | | TMEG | 71.66 | Not recorded | 68fa6c2d1e209131cea3290a | | TMEG | 71.5 | Not recorded | 68fa6c2d1e209131cea3290a | | TMEG | 70.18 | Not recorded | 68fa6c2d1e209131cea3290a | | TMEG | 68.97 | Not recorded | 68fa6c2d1e209131cea3290a | | VisualBERT | 66.49 | Not recorded | 68fa6c2d1e209131cea3290a | | MLMM-Trans | 65.57 | Not recorded | 68fa6c2d1e209131cea3290a | | PRN | 56.31 | Not recorded | 68fa6c2d1e209131cea3290a | | HS | 27.35 | Not recorded | 68fa6c2d1e209131cea3290a | ### Human Cloze: 77.6. Result ID: 698ee9883a6c314849f35919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMEG Cloze: 73.27. Result ID: 698ee9883a6c314849f3591e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMEG Cloze: 71.66. Result ID: 698ee9883a6c314849f35922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Contrastive Coherence Loss":false}. This record does not assert independent reproduction. ### TMEG Cloze: 71.5. Result ID: 698ee9883a6c314849f35920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal Encoding":false}. This record does not assert independent reproduction. ### TMEG Cloze: 70.18. Result ID: 698ee9883a6c314849f3591f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Encoding":false}. This record does not assert independent reproduction. ### TMEG Cloze: 68.97. Result ID: 698ee9883a6c314849f35921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Encoding":false,"Modal Encoding":false}. This record does not assert independent reproduction. ### VisualBERT Cloze: 66.49. Result ID: 698ee9883a6c314849f3591d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLMM-Trans Cloze: 65.57. Result ID: 698ee9883a6c314849f3591c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PRN Cloze: 56.31. Result ID: 698ee9883a6c314849f3591b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HS Cloze: 27.35. Result ID: 698ee9883a6c314849f3591a. [Reporting paper]() [Method origin 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.