# Episodic Memory Embodied Question Answering on OpenEQA 1/10 subset Unseen (val) Source: [Episodic Memory Embodied Question Answering on OpenEQA 1/10 subset Unseen (val)]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:38:56.752Z Evaluation of model performance on the specific '1/10 subset Unseen (val)' split of the OpenEQA dataset for Episodic Memory Embodied Question Answering, using the LLM-Match metric. 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 | Episodic Memory Embodied Question Answering | | Dataset (including any stated split) | OpenEQA 1/10 subset Unseen (val) | | Metric | LLM Match Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [LLM Match Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | LLM Match Score | Result date | Report paper | | --- | --- | --- | --- | | ObsGraph | 61.5 | Not recorded | 6a3b647b206542251d7c9615 | | 3D-Mem | 57.2 | Not recorded | 6a3b647b206542251d7c9615 | | Multi-Frame | 48.1 | Not recorded | 6a3b647b206542251d7c9615 | | Frame Cap. | 38.1 | Not recorded | 6a3b647b206542251d7c9615 | | Blind | 35.5 | Not recorded | 6a3b647b206542251d7c9615 | | CG Cap. | 34.4 | Not recorded | 6a3b647b206542251d7c9615 | | SVM Cap. | 34.2 | Not recorded | 6a3b647b206542251d7c9615 | ### ObsGraph LLM Match Score: 61.5. Result ID: 6a3b8975fbc373592c43bffc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Avg. Frames":"3.3"}. This record does not assert independent reproduction. ### 3D-Mem LLM Match Score: 57.2. Result ID: 6a3b8975fbc373592c43bffb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Avg. Frames":"3.1"}. This record does not assert independent reproduction. ### Multi-Frame LLM Match Score: 48.1. Result ID: 6a3b8975fbc373592c43bffa. [Reporting paper]() Recorded evaluation configuration: {"Avg. Frames":"3.0"}. This record does not assert independent reproduction. ### Frame Cap. LLM Match Score: 38.1. Result ID: 6a3b8975fbc373592c43bff9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Blind LLM Match Score: 35.5. Result ID: 6a3b8975fbc373592c43bff6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CG Cap. LLM Match Score: 34.4. Result ID: 6a3b8975fbc373592c43bff7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVM Cap. LLM Match Score: 34.2. Result ID: 6a3b8975fbc373592c43bff8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.