# Grounded Multi-Video Question Answering on MAGMaR (test) Source: [Grounded Multi-Video Question Answering on MAGMaR (test)]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:33:40.274Z Evaluation of Grounded Multi-Video Question Answering performance on the test split of the MAGMaR dataset, reporting precision, recall, and F1 scores for reference and citation 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 | Grounded Multi-Video Question Answering | | Dataset (including any stated split) | MAGMaR (test) | | Metric | Reference Precision (Ref-P) | | 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 - [Reference Precision (Ref-P)](): Higher is better; unit: PERCENT. - [Reference Recall (Ref-R)](): Higher is better; unit: PERCENT. - [Reference F1 Score (Ref-F1)](): Higher is better; unit: PERCENT. - [Citation Precision (Cite-P)](): Higher is better; unit: PERCENT. - [Citation Recall (Cite-R)](): Higher is better; unit: PERCENT. - [Citation F1 Score (Cite-F1)](): Higher is better; unit: PERCENT. - [Average Score (Avg)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Reference Precision (Ref-P) | Result date | Report paper | | --- | --- | --- | --- | | CRAFT | 82.2 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 80.8 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 77.5 | Not recorded | 6a0d3feff984739ed6737669 | | InternVL-3.5-30B-A3B | 76.1 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 76 | Not recorded | 6a0d3feff984739ed6737669 | | InternVL-3.5-30B-A3B | 74.9 | Not recorded | 6a0d3feff984739ed6737669 | | Gemma-4-31B | 71.2 | Not recorded | 6a0d3feff984739ed6737669 | | Gemma-4-31B | 70.1 | Not recorded | 6a0d3feff984739ed6737669 | | Molmo2-8B | 62.3 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 49.1 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 43.7 | Not recorded | 6a0d3feff984739ed6737669 | ### CRAFT Reference Precision (Ref-P): 82.2. Result ID: 6a0d6367fbc373592c051893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3.5-9B","Frame Sampling":"DKS","Number of Frames":"64"}. This record does not assert independent reproduction. ### CRAFT Reference Precision (Ref-P): 80.8. Result ID: 6a0d6367fbc373592c051890. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3.5-9B","Atomic Claims":"true","Number of Frames":"128"}. This record does not assert independent reproduction. ### CRAFT Reference Precision (Ref-P): 77.5. Result ID: 6a0d6367fbc373592c051892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3.5-9B","Frame Sampling":"uniform","Number of Frames":"64"}. This record does not assert independent reproduction. ### InternVL-3.5-30B-A3B Reference Precision (Ref-P): 76.1. Result ID: 6a0d6367fbc373592c05188b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128","ASR access":"true"}. This record does not assert independent reproduction. ### CRAFT Reference Precision (Ref-P): 76. Result ID: 6a0d6367fbc373592c051891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3.5-9B","ASR access":"true","Number of Frames":"128"}. This record does not assert independent reproduction. ### InternVL-3.5-30B-A3B Reference Precision (Ref-P): 74.9. Result ID: 6a0d6367fbc373592c05188a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128","ASR access":"false"}. This record does not assert independent reproduction. ### Gemma-4-31B Reference Precision (Ref-P): 71.2. Result ID: 6a0d6367fbc373592c05188d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128","ASR access":"true"}. This record does not assert independent reproduction. ### Gemma-4-31B Reference Precision (Ref-P): 70.1. Result ID: 6a0d6367fbc373592c05188c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128","ASR access":"false"}. This record does not assert independent reproduction. ### Molmo2-8B Reference Precision (Ref-P): 62.3. Result ID: 6a0d6367fbc373592c051889. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128"}. This record does not assert independent reproduction. ### CRAFT Reference Precision (Ref-P): 49.1. Result ID: 6a0d6367fbc373592c05188f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3.5-9B","Critic Loop":"true","Number of Frames":"128"}. This record does not assert independent reproduction. ### CRAFT Reference Precision (Ref-P): 43.7. Result ID: 6a0d6367fbc373592c05188e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3.5-9B","Configuration":"Baseline","Number of Frames":"128"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.