# Long-document Visual Question Answering on MMLongBench 256K context Source: [Long-document Visual Question Answering on MMLongBench 256K context]() Collection index: [llms.txt]() Data updated: 2026-05-14T10:08:09.173Z Evaluation of Long-document Visual Question Answering performance on the MMLongBench 256K context dataset, reporting metrics including MMLB-D, LD-URL, and SLIDE. 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 | Long-document Visual Question Answering | | Dataset (including any stated split) | MMLongBench 256K context | | Metric | MMLB-D Score | | 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 - [MMLB-D Score](): Higher is better; unit: PERCENT. - [LD-URL Score](): Higher is better; unit: PERCENT. - [SLIDE Score](): Higher is better; unit: PERCENT. - [Average Score (256K)](): Higher is better; unit: PERCENT. - [Overall Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | MMLB-D Score | Result date | Report paper | | --- | --- | --- | --- | | Gemma3-12B | 31.63 | Not recorded | 6a055731dbc836b87d828e49 | | MMProLong | 29.69 | Not recorded | 6a055731dbc836b87d828e49 | | Qwen2.5-VL-7B | 25.47 | Not recorded | 6a055731dbc836b87d828e49 | | Gemma3-4B | 20.89 | Not recorded | 6a055731dbc836b87d828e49 | ### Gemma3-12B MMLB-D Score: 31.63. Result ID: 6a059f0347f34ce924ed3305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Length":"256K","Adaptation":"without additional training"}. This record does not assert independent reproduction. ### MMProLong MMLB-D Score: 29.69. Result ID: 6a059f0347f34ce924ed3302. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Length":"256K","Adaptation":"without additional training"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B MMLB-D Score: 25.47. Result ID: 6a059f0347f34ce924ed3303. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Length":"256K","Adaptation":"without additional training"}. This record does not assert independent reproduction. ### Gemma3-4B MMLB-D Score: 20.89. Result ID: 6a059f0347f34ce924ed3304. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Context Length":"256K","Adaptation":"without additional training"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.