# Documentation quality evaluation on RAPID-IPN 1.0 (test) Source: [Documentation quality evaluation on RAPID-IPN 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:19:49.222Z Evaluation of documentation quality using the test split of the RAPID-IPN 1.0 dataset, reporting metrics such as IDEA, SOAP, READ, and chrF++. 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 | Documentation quality evaluation | | Dataset (including any stated split) | RAPID-IPN 1.0 (test) | | Metric | IDEA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [IDEA](): Higher is better; unit: PERCENT. - [SOAP](): Higher is better; unit: PERCENT. - [READ](): Higher is better; unit: PERCENT. - [chrF++](): Higher is better; unit: PERCENT. ## Recorded results | Method | IDEA | Result date | Report paper | | --- | --- | --- | --- | | Aegle | 71.52 | Not recorded | 69dc785a7d0172140ec788be | | ToT | 67.58 | Not recorded | 69dc785a7d0172140ec788be | | MDAgents | 66.58 | Not recorded | 69dc785a7d0172140ec788be | | CoT | 65.61 | Not recorded | 69dc785a7d0172140ec788be | | MiniMax-M2 | 63.01 | Not recorded | 69dc785a7d0172140ec788be | | MedAgents | 61.51 | Not recorded | 69dc785a7d0172140ec788be | | Qwen3-Max | 60.82 | Not recorded | 69dc785a7d0172140ec788be | | Kimi K2 Thinking | 55.26 | Not recorded | 69dc785a7d0172140ec788be | | DeepSeek-V3.2 | 54.35 | Not recorded | 69dc785a7d0172140ec788be | | Lingshu-32B | 51.41 | Not recorded | 69dc785a7d0172140ec788be | | Doubao-Seed-1.6 | 51.11 | Not recorded | 69dc785a7d0172140ec788be | | Gemini 2.5 | 49.89 | Not recorded | 69dc785a7d0172140ec788be | | DeepSeek-V3.2-Thinking | 49.37 | Not recorded | 69dc785a7d0172140ec788be | | GLM-4.6 | 48.23 | Not recorded | 69dc785a7d0172140ec788be | | ERNIE-5.0-Preview | 45.05 | Not recorded | 69dc785a7d0172140ec788be | | GPT-4o | 44.7 | Not recorded | 69dc785a7d0172140ec788be | | HuatuoGPT-o1-7B | 41.89 | Not recorded | 69dc785a7d0172140ec788be | | Qwen3-8B-think | 39.93 | Not recorded | 69dc785a7d0172140ec788be | | Baichuan-M2-32B | 39.4 | Not recorded | 69dc785a7d0172140ec788be | ### Aegle IDEA: 71.52. Result ID: 69dca5eb47f34ce924c38459. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Ours"}. This record does not assert independent reproduction. ### ToT IDEA: 67.58. Result ID: 69dca5eb47f34ce924c38456. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Reasoning-strategy baseline"}. This record does not assert independent reproduction. ### MDAgents IDEA: 66.58. Result ID: 69dca5eb47f34ce924c38457. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Medical multi-agent system"}. This record does not assert independent reproduction. ### CoT IDEA: 65.61. Result ID: 69dca5eb47f34ce924c38455. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Reasoning-strategy baseline"}. This record does not assert independent reproduction. ### MiniMax-M2 IDEA: 63.01. Result ID: 69dca5eb47f34ce924c3844f. [Reporting paper]() Recorded evaluation configuration: {"Open-source":"true"}. This record does not assert independent reproduction. ### MedAgents IDEA: 61.51. Result ID: 69dca5eb47f34ce924c38458. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Medical multi-agent system"}. This record does not assert independent reproduction. ### Qwen3-Max IDEA: 60.82. Result ID: 69dca5eb47f34ce924c38452. [Reporting paper]() Recorded evaluation configuration: {"Proprietary":"true"}. This record does not assert independent reproduction. ### Kimi K2 Thinking IDEA: 55.26. Result ID: 69dca5eb47f34ce924c3844e. [Reporting paper]() Recorded evaluation configuration: {"Open-source":"true"}. This record does not assert independent reproduction. ### DeepSeek-V3.2 IDEA: 54.35. Result ID: 69dca5eb47f34ce924c3844b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-source":"true"}. This record does not assert independent reproduction. ### Lingshu-32B IDEA: 51.41. Result ID: 69dca5eb47f34ce924c3844a. [Reporting paper]() Recorded evaluation configuration: {"Open-source":"true","Medical-domain":"true"}. This record does not assert independent reproduction. ### Doubao-Seed-1.6 IDEA: 51.11. Result ID: 69dca5eb47f34ce924c38453. [Reporting paper]() Recorded evaluation configuration: {"Proprietary":"true"}. This record does not assert independent reproduction. ### Gemini 2.5 IDEA: 49.89. Result ID: 69dca5eb47f34ce924c38451. [Reporting paper]() Recorded evaluation configuration: {"Proprietary":"true"}. This record does not assert independent reproduction. ### DeepSeek-V3.2-Thinking IDEA: 49.37. Result ID: 69dca5eb47f34ce924c3844c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-source":"true"}. This record does not assert independent reproduction. ### GLM-4.6 IDEA: 48.23. Result ID: 69dca5eb47f34ce924c3844d. [Reporting paper]() Recorded evaluation configuration: {"Open-source":"true"}. This record does not assert independent reproduction. ### ERNIE-5.0-Preview IDEA: 45.05. Result ID: 69dca5eb47f34ce924c38454. [Reporting paper]() Recorded evaluation configuration: {"Proprietary":"true"}. This record does not assert independent reproduction. ### GPT-4o IDEA: 44.7. Result ID: 69dca5eb47f34ce924c38450. [Reporting paper]() Recorded evaluation configuration: {"Proprietary":"true"}. This record does not assert independent reproduction. ### HuatuoGPT-o1-7B IDEA: 41.89. Result ID: 69dca5eb47f34ce924c38447. [Reporting paper]() Recorded evaluation configuration: {"Open-source":"true","Medical-domain":"true"}. This record does not assert independent reproduction. ### Qwen3-8B-think IDEA: 39.93. Result ID: 69dca5eb47f34ce924c38448. [Reporting paper]() Recorded evaluation configuration: {"Open-source":"true"}. This record does not assert independent reproduction. ### Baichuan-M2-32B IDEA: 39.4. Result ID: 69dca5eb47f34ce924c38449. [Reporting paper]() Recorded evaluation configuration: {"Open-source":"true","Medical-domain":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.