# Grounded Multi-Video Question Answering on WikiVideo Source: [Grounded Multi-Video Question Answering on WikiVideo]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:33:40.307Z Evaluation of model performance on the WikiVideo dataset for the Grounded Multi-Video Question Answering task, reporting Ref and Cite precision, recall, and F1 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 | Grounded Multi-Video Question Answering | | Dataset (including any stated split) | WikiVideo | | Metric | Ref Precision | | 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 - [Ref Precision](): Higher is better; unit: PERCENT. - [Ref Recall](): Higher is better; unit: PERCENT. - [Ref F1](): Higher is better; unit: PERCENT. - [Cite Precision](): Higher is better; unit: PERCENT. - [Cite Recall](): Higher is better; unit: PERCENT. - [Cite F1](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Ref Precision | Result date | Report paper | | --- | --- | --- | --- | | CRAFT | 94 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 94 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 93 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 87.1 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 85.9 | Not recorded | 6a0d3feff984739ed6737669 | | CRAFT | 83.3 | Not recorded | 6a0d3feff984739ed6737669 | | InternVL-3.5-30B-A3B | 81.5 | Not recorded | 6a0d3feff984739ed6737669 | | InternVL-3.5-30B-A3B | 80.2 | Not recorded | 6a0d3feff984739ed6737669 | | Gemma-4-31B | 73.2 | Not recorded | 6a0d3feff984739ed6737669 | | Gemma-4-31B | 72.1 | Not recorded | 6a0d3feff984739ed6737669 | | Molmo2-8B | 64.1 | Not recorded | 6a0d3feff984739ed6737669 | ### CRAFT Ref Precision: 94. Result ID: 6a0d6367fbc373592c05189b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3-VL-30B-Instruct","Atomic Claims":"true","Number of Frames":"128"}. This record does not assert independent reproduction. ### CRAFT Ref Precision: 94. Result ID: 6a0d6367fbc373592c05189e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3-VL-30B-Instruct","Frame Sampling":"DKS","Number of Frames":"32"}. This record does not assert independent reproduction. ### CRAFT Ref Precision: 93. Result ID: 6a0d6367fbc373592c05189d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3-VL-30B-Instruct","Frame Sampling":"uniform","Number of Frames":"32"}. This record does not assert independent reproduction. ### CRAFT Ref Precision: 87.1. Result ID: 6a0d6367fbc373592c05189c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3-VL-30B-Instruct","ASR access":"true","Number of Frames":"128"}. This record does not assert independent reproduction. ### CRAFT Ref Precision: 85.9. Result ID: 6a0d6367fbc373592c05189a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3-VL-30B-Instruct","Critic Loop":"true","Number of Frames":"128"}. This record does not assert independent reproduction. ### CRAFT Ref Precision: 83.3. Result ID: 6a0d6367fbc373592c051899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base VLM":"Qwen3-VL-30B-Instruct","Configuration":"Baseline","Number of Frames":"128"}. This record does not assert independent reproduction. ### InternVL-3.5-30B-A3B Ref Precision: 81.5. Result ID: 6a0d6367fbc373592c051896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128","ASR access":"true"}. This record does not assert independent reproduction. ### InternVL-3.5-30B-A3B Ref Precision: 80.2. Result ID: 6a0d6367fbc373592c051895. [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 Ref Precision: 73.2. Result ID: 6a0d6367fbc373592c051898. [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 Ref Precision: 72.1. Result ID: 6a0d6367fbc373592c051897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128","ASR access":"false"}. This record does not assert independent reproduction. ### Molmo2-8B Ref Precision: 64.1. Result ID: 6a0d6367fbc373592c051894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Frames":"128"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.