# Multimodal Search on MM-BrowseComp (Success Rate) Source: [Multimodal Search on MM-BrowseComp (Success Rate)]() Collection index: [llms.txt]() Data updated: 2026-04-15T10:22:56.741Z Evaluation of model performance on the MM-BrowseComp dataset for Multimodal Search capabilities, measured by Success Rate. 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 | Multimodal Search | | Dataset (including any stated split) | MM-BrowseComp (MMBC) | | Metric | Success Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Success Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Success Rate | Result date | Report paper | | --- | --- | --- | --- | | LMM-Searcher-30B | 30.1 | Not recorded | 69df1bc57d0172140ec7bb9b | | Kimi-K2.5 | 25.9 | Not recorded | 69df1bc57d0172140ec7bb9b | | Seed-1.8 | 25.5 | Not recorded | 69df1bc57d0172140ec7bb9b | | GPT-5 | 23.7 | Not recorded | 69df1bc57d0172140ec7bb9b | | REDSearcher-MM-30B | 23.5 | Not recorded | 69df1bc57d0172140ec7bb9b | | LMM-Searcher-30B | 22.3 | Not recorded | 69df1bc57d0172140ec7bb9b | | Seed-1.8 | 13 | Not recorded | 69df1bc57d0172140ec7bb9b | | Gemini-2.5-Pro | 12.1 | Not recorded | 69df1bc57d0172140ec7bb9b | | GPT-5 | 10.3 | Not recorded | 69df1bc57d0172140ec7bb9b | | Gemini-2.5-Pro | 10.3 | Not recorded | 69df1bc57d0172140ec7bb9b | | Qwen3-VL-30B-A3B-Thinking | 9.8 | Not recorded | 69df1bc57d0172140ec7bb9b | | Gemini-2.5-Flash | 8 | Not recorded | 69df1bc57d0172140ec7bb9b | | Qwen3-VL-30B-A3B-Thinking | 7.1 | Not recorded | 69df1bc57d0172140ec7bb9b | | Gemini-2.5-Flash | 5.4 | Not recorded | 69df1bc57d0172140ec7bb9b | | Kimi-K2.5 | 2.7 | Not recorded | 69df1bc57d0172140ec7bb9b | ### LMM-Searcher-30B Success Rate: 30.1. Result ID: 69df659e47f34ce924c8b7c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Multimodal Search Agent","Evaluation Turns":"100","Context Management":"Enabled"}. This record does not assert independent reproduction. ### Kimi-K2.5 Success Rate: 25.9. Result ID: 69df659e47f34ce924c8b7bf. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Agentic Search"}. This record does not assert independent reproduction. ### Seed-1.8 Success Rate: 25.5. Result ID: 69df659e47f34ce924c8b7be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Agentic Search"}. This record does not assert independent reproduction. ### GPT-5 Success Rate: 23.7. Result ID: 69df659e47f34ce924c8b7bd. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Agentic Search"}. This record does not assert independent reproduction. ### REDSearcher-MM-30B Success Rate: 23.5. Result ID: 69df659e47f34ce924c8b7c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Multimodal Search Agent"}. This record does not assert independent reproduction. ### LMM-Searcher-30B Success Rate: 22.3. Result ID: 69df659e47f34ce924c8b7c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Multimodal Search Agent"}. This record does not assert independent reproduction. ### Seed-1.8 Success Rate: 13. Result ID: 69df659e47f34ce924c8b7b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Direct Answer"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Success Rate: 12.1. Result ID: 69df659e47f34ce924c8b7c0. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Agentic Search"}. This record does not assert independent reproduction. ### GPT-5 Success Rate: 10.3. Result ID: 69df659e47f34ce924c8b7b7. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Direct Answer"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Success Rate: 10.3. Result ID: 69df659e47f34ce924c8b7ba. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Direct Answer"}. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B-Thinking Success Rate: 9.8. Result ID: 69df659e47f34ce924c8b7c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Agentic Search"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash Success Rate: 8. Result ID: 69df659e47f34ce924c8b7c1. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Agentic Search"}. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B-Thinking Success Rate: 7.1. Result ID: 69df659e47f34ce924c8b7bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Direct Answer"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash Success Rate: 5.4. Result ID: 69df659e47f34ce924c8b7bb. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Direct Answer"}. This record does not assert independent reproduction. ### Kimi-K2.5 Success Rate: 2.7. Result ID: 69df659e47f34ce924c8b7b9. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Direct Answer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.