# Depression Recognition on EATD Source: [Depression Recognition on EATD]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:37.101Z Evaluation of models for Depression Recognition using the EATD dataset, reporting F1-score. 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 | Depression Recognition | | Dataset (including any stated split) | EATD | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | TAMFN | 75 | Not recorded | 6937ad2e6cfd488761a4ea2c | | SCD-MLLM | 74.92 | Not recorded | 6937ad2e6cfd488761a4ea2c | | SCD-MLLM | 74.92 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 72.01 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 72.01 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 71.38 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 71.38 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GRU-BiLSTM | 71 | Not recorded | 6937ad2e6cfd488761a4ea2c | | APAM | 70 | Not recorded | 6937ad2e6cfd488761a4ea2c | | ROBERTa-BiLSTM | 69 | Not recorded | 6937ad2e6cfd488761a4ea2c | | SCD-MLLM | 64.3 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 64.3 | Not recorded | 6937ad2e6cfd488761a4ea2c | | SCD-MLLM | 64.3 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 64.3 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 56.11 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 56.11 | Not recorded | 6937ad2e6cfd488761a4ea2c | | IIFDD | 50 | Not recorded | 6937ad2e6cfd488761a4ea2c | ### TAMFN F1 Score: 75. Result ID: 699882015698665ec4e341f9. [Reporting paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### SCD-MLLM F1 Score: 74.92. Result ID: 699882015698665ec4e341fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### SCD-MLLM F1 Score: 74.92. Result ID: 699882015698665ec4e34213. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 72.01. Result ID: 699882015698665ec4e341fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 72.01. Result ID: 699882015698665ec4e3420e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 71.38. Result ID: 699882015698665ec4e34200. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 71.38. Result ID: 699882015698665ec4e34211. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### GRU-BiLSTM F1 Score: 71. Result ID: 699882015698665ec4e341f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### APAM F1 Score: 70. Result ID: 699882015698665ec4e341fb. [Reporting paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### ROBERTa-BiLSTM F1 Score: 69. Result ID: 699882015698665ec4e341f8. [Reporting paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### SCD-MLLM F1 Score: 64.3. Result ID: 699882015698665ec4e341ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 64.3. Result ID: 699882015698665ec4e34201. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### SCD-MLLM F1 Score: 64.3. Result ID: 699882015698665ec4e34210. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 64.3. Result ID: 699882015698665ec4e34212. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 56.11. Result ID: 699882015698665ec4e341fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 56.11. Result ID: 699882015698665ec4e3420f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### IIFDD F1 Score: 50. Result ID: 699882015698665ec4e341fa. [Reporting paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.