# Free-form Visual Question Answering on camroll Source: [Free-form Visual Question Answering on camroll]() Collection index: [llms.txt]() Data updated: 2026-06-05T07:45:47.296Z Evaluation of model performance on the camroll dataset for Free-form Visual Question Answering, reporting Recall and Judge 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 | Free-form Visual Question Answering | | Dataset (including any stated split) | camroll | | Metric | Judge Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Judge Score](): Higher is better; unit: SCALAR. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Judge Score | Result date | Report paper | | --- | --- | --- | --- | | Oracle | 6.33 | Not recorded | 6a22584f86173ad9c1468888 | | All images | 5.01 | Not recorded | 6a22584f86173ad9c1468888 | | camroll-agent | 4.11 | Not recorded | 6a22584f86173ad9c1468888 | | All captions | 3.82 | Not recorded | 6a22584f86173ad9c1468888 | | ClaudeCode | 3.77 | Not recorded | 6a22584f86173ad9c1468888 | | Mem0 | 2.68 | Not recorded | 6a22584f86173ad9c1468888 | | HippoRAG2 | 2.58 | Not recorded | 6a22584f86173ad9c1468888 | | LightMem | 2.44 | Not recorded | 6a22584f86173ad9c1468888 | | Self-RAG | 2.41 | Not recorded | 6a22584f86173ad9c1468888 | | SimpleMem | 1.7 | Not recorded | 6a22584f86173ad9c1468888 | | MemOS | 1.09 | Not recorded | 6a22584f86173ad9c1468888 | | Nothing | 0 | Not recorded | 6a22584f86173ad9c1468888 | ### Oracle Judge Score: 6.33. Result ID: 6a227e8ffbc373592c203289. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"no retrieval step","Build Time":"0.0h","Build Tokens":"~2.0k"}. This record does not assert independent reproduction. ### All images Judge Score: 5.01. Result ID: 6a227e8ffbc373592c203288. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"no retrieval step","Build Time":"0.0h","Build Tokens":"~750k"}. This record does not assert independent reproduction. ### camroll-agent Judge Score: 4.11. Result ID: 6a227e8ffbc373592c203291. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"all-MiniLM-L6-v2","Build Time":"1.5h","Build Tokens":"~3.2k"}. This record does not assert independent reproduction. ### All captions Judge Score: 3.82. Result ID: 6a227e8ffbc373592c203287. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"no retrieval step","Build Time":"1.5h","Build Tokens":"~150k"}. This record does not assert independent reproduction. ### ClaudeCode Judge Score: 3.77. Result ID: 6a227e8ffbc373592c203290. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Sonnet-4.6","Retrieval Embedding":"proprietary, unclear trace","Build Time":"0.0h","Build Tokens":"~59.0k"}. This record does not assert independent reproduction. ### Mem0 Judge Score: 2.68. Result ID: 6a227e8ffbc373592c20328e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"text-embedding-small-3","Build Time":"1.5h","Build Tokens":"~1.0k"}. This record does not assert independent reproduction. ### HippoRAG2 Judge Score: 2.58. Result ID: 6a227e8ffbc373592c20328b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"NV-Embed-v2","Build Time":"1.6h","Build Tokens":"~1.0k"}. This record does not assert independent reproduction. ### LightMem Judge Score: 2.44. Result ID: 6a227e8ffbc373592c20328d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"all-MiniLM-L6-v2","Build Time":"1.5h","Build Tokens":"~1.0k"}. This record does not assert independent reproduction. ### Self-RAG Judge Score: 2.41. Result ID: 6a227e8ffbc373592c20328a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLama-2","Retrieval Embedding":"contriever-msmarco","Build Time":"1.5h","Build Tokens":"~2.0k"}. This record does not assert independent reproduction. ### SimpleMem Judge Score: 1.7. Result ID: 6a227e8ffbc373592c20328c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"Qwen3-Embedding-0.6B","Build Time":"3.0h","Build Tokens":"~0.5k"}. This record does not assert independent reproduction. ### MemOS Judge Score: 1.09. Result ID: 6a227e8ffbc373592c20328f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"BAAI/bge-m3","Build Time":"4.0h","Build Tokens":"~3.1k"}. This record does not assert independent reproduction. ### Nothing Judge Score: 0. Result ID: 6a227e8ffbc373592c203286. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash","Retrieval Embedding":"no retrieval step","Build Time":"0.0h","Build Tokens":"~50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.