# Counseling Quality on MESC Source: [Counseling Quality on MESC]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:40.819Z Evaluation of counseling quality performance on the MESC dataset, assessed using metrics including Comprehensiveness, Professionalism, Authenticity, Safety, and Aggregate 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 | Counseling Quality | | Dataset (including any stated split) | MESC | | Metric | Comprehensiveness | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Comprehensiveness](): Higher is better; unit: PERCENT. - [Professionalism](): Higher is better; unit: PERCENT. - [Authenticity](): Higher is better; unit: PERCENT. - [Safety](): Higher is better; unit: PERCENT. - [Aggregate Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Comprehensiveness | Result date | Report paper | | --- | --- | --- | --- | | DELTA | 50 | Not recorded | 69842409a8b01e76cc8ee716 | | DELTA | 48.62 | Not recorded | 69842409a8b01e76cc8ee716 | | GPT-5.2 | 47.5 | Not recorded | 69842409a8b01e76cc8ee716 | | DELTA | 47.43 | Not recorded | 69842409a8b01e76cc8ee716 | | Qwen3 (8B) | 46.68 | Not recorded | 69842409a8b01e76cc8ee716 | | DELTA | 46.12 | Not recorded | 69842409a8b01e76cc8ee716 | | GPT-4o | 45.92 | Not recorded | 69842409a8b01e76cc8ee716 | | Llama 3.1 (8B) | 45.57 | Not recorded | 69842409a8b01e76cc8ee716 | | DELTA | 41.75 | Not recorded | 69842409a8b01e76cc8ee716 | | Mistral (7B) | 37.38 | Not recorded | 69842409a8b01e76cc8ee716 | | DELTA | 34.95 | Not recorded | 69842409a8b01e76cc8ee716 | | Hunyuan (7B) | 26.7 | Not recorded | 69842409a8b01e76cc8ee716 | | MESC | 8.71 | Not recorded | 69842409a8b01e76cc8ee716 | ### DELTA Comprehensiveness: 50. Result ID: 69964e055698665ec49294fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"DELTA Framework","Base Model":"GPT-5.2"}. This record does not assert independent reproduction. ### DELTA Comprehensiveness: 48.62. Result ID: 69964e055698665ec49294fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"DELTA Framework","Base Model":"GPT-4o"}. This record does not assert independent reproduction. ### GPT-5.2 Comprehensiveness: 47.5. Result ID: 69964e055698665ec49294fc. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Direct Prompting (DP)","Base Model":"GPT-5.2"}. This record does not assert independent reproduction. ### DELTA Comprehensiveness: 47.43. Result ID: 69964e055698665ec4929505. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"DELTA Framework","Base Model":"Qwen3 (8B)"}. This record does not assert independent reproduction. ### Qwen3 (8B) Comprehensiveness: 46.68. Result ID: 69964e055698665ec4929504. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Direct Prompting (DP)","Base Model":"Qwen3 (8B)"}. This record does not assert independent reproduction. ### DELTA Comprehensiveness: 46.12. Result ID: 69964e055698665ec4929503. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"DELTA Framework","Base Model":"Llama 3.1 (8B)"}. This record does not assert independent reproduction. ### GPT-4o Comprehensiveness: 45.92. Result ID: 69964e055698665ec49294fa. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Direct Prompting (DP)","Base Model":"GPT-4o"}. This record does not assert independent reproduction. ### Llama 3.1 (8B) Comprehensiveness: 45.57. Result ID: 69964e055698665ec4929502. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Direct Prompting (DP)","Base Model":"Llama 3.1 (8B)"}. This record does not assert independent reproduction. ### DELTA Comprehensiveness: 41.75. Result ID: 69964e055698665ec4929501. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"DELTA Framework","Base Model":"Mistral (7B)"}. This record does not assert independent reproduction. ### Mistral (7B) Comprehensiveness: 37.38. Result ID: 69964e055698665ec4929500. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Direct Prompting (DP)","Base Model":"Mistral (7B)"}. This record does not assert independent reproduction. ### DELTA Comprehensiveness: 34.95. Result ID: 69964e055698665ec49294ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"DELTA Framework","Base Model":"Hunyuan (7B)"}. This record does not assert independent reproduction. ### Hunyuan (7B) Comprehensiveness: 26.7. Result ID: 69964e055698665ec49294fe. [Reporting paper]() Recorded evaluation configuration: {"Prompting Strategy":"Direct Prompting (DP)","Base Model":"Hunyuan (7B)"}. This record does not assert independent reproduction. ### MESC Comprehensiveness: 8.71. Result ID: 69964e055698665ec49294f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Description":"Original MESC evaluation results"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.