# Depression Severity Estimation on DepSeverity Source: [Depression Severity Estimation on DepSeverity]() Collection index: [llms.txt]() Data updated: 2026-03-10T09:12:53.077Z Evaluation of models for estimating depression severity across multiple levels (Normal, Mild, Moderate, Severe) using the DepSeverity dataset, reporting per-class classification metrics (Precision, Recall, F1), overall Accuracy, and Weighted F1. 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 Severity Estimation | | Dataset (including any stated split) | DepSeverity | | Metric | Precision (Normal) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Precision (Normal)](): Higher is better; unit: PERCENT. - [Recall (Normal)](): Higher is better; unit: PERCENT. - [F1 Score (Normal)](): Higher is better; unit: PERCENT. - [Precision (Mild)](): Higher is better; unit: PERCENT. - [Recall (Mild)](): Higher is better; unit: PERCENT. - [F1 Score (Mild)](): Higher is better; unit: PERCENT. - [Precision (Moderate)](): Higher is better; unit: PERCENT. - [Recall (Moderate)](): Higher is better; unit: PERCENT. - [F1 Score (Moderate)](): Higher is better; unit: PERCENT. - [Precision (Severe)](): Higher is better; unit: PERCENT. - [Recall (Severe)](): Higher is better; unit: PERCENT. - [F1 Score (Severe)](): Higher is better; unit: PERCENT. - [Accuracy (Overall)](): Higher is better; unit: PERCENT. - [Weighted F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision (Normal) | Result date | Report paper | | --- | --- | --- | --- | | GPT-4 | 71.1 | Not recorded | 68fa74eb1e209131cea64bbf | | InterMind | 70.3 | Not recorded | 68fa74eb1e209131cea64bbf | | InterMind | 70 | Not recorded | 68fa74eb1e209131cea64bbf | | ChineseMentalBert | 68.5 | Not recorded | 68fa74eb1e209131cea64bbf | | InterMind | 67.7 | Not recorded | 68fa74eb1e209131cea64bbf | | RoBerta | 64.5 | Not recorded | 68fa74eb1e209131cea64bbf | | Baichuan2-7b | 63.7 | Not recorded | 68fa74eb1e209131cea64bbf | | Chatglm3-6b | 61.1 | Not recorded | 68fa74eb1e209131cea64bbf | | Llama2-Chinese-7b | 59 | Not recorded | 68fa74eb1e209131cea64bbf | | BiLSTM | 58.2 | Not recorded | 68fa74eb1e209131cea64bbf | ### GPT-4 Precision (Normal): 71.1. Result ID: 69afe08e6dbb7075b9587786. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InterMind Precision (Normal): 70.3. Result ID: 69afe08e6dbb7075b958778a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Source":"Patient"}. This record does not assert independent reproduction. ### InterMind Precision (Normal): 70. Result ID: 69afe08e6dbb7075b958778b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Source":"Family"}. This record does not assert independent reproduction. ### ChineseMentalBert Precision (Normal): 68.5. Result ID: 69afe08e6dbb7075b9587789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InterMind Precision (Normal): 67.7. Result ID: 69afe08e6dbb7075b958778c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Source":"Both"}. This record does not assert independent reproduction. ### RoBerta Precision (Normal): 64.5. Result ID: 69afe08e6dbb7075b9587788. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Baichuan2-7b Precision (Normal): 63.7. Result ID: 69afe08e6dbb7075b9587785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Chatglm3-6b Precision (Normal): 61.1. Result ID: 69afe08e6dbb7075b9587783. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Llama2-Chinese-7b Precision (Normal): 59. Result ID: 69afe08e6dbb7075b9587784. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiLSTM Precision (Normal): 58.2. Result ID: 69afe08e6dbb7075b9587787. [Reporting paper]() [Method origin 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.