# Knowledgeable Deep Research on KDR-Bench Vision-Enhanced Source: [Knowledgeable Deep Research on KDR-Bench Vision-Enhanced]() Collection index: [llms.txt]() Data updated: 2026-04-10T07:38:48.546Z Evaluation of model performance on the KDR-Bench Vision-Enhanced dataset for the Knowledgeable Deep Research task, measured by domain-specific metrics including Agr., P&E, E&E, F&I, M&E, Soc., Art, Tech., and Trans. 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 | Knowledgeable Deep Research | | Dataset (including any stated split) | KDR-Bench Vision-Enhanced | | Metric | Agr. | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Agr.](): Higher is better; unit: PERCENT. - [P&E](): Higher is better; unit: PERCENT. - [E&E](): Higher is better; unit: PERCENT. - [F&I](): Higher is better; unit: PERCENT. - [M&E](): Higher is better; unit: PERCENT. - [Soc.](): Higher is better; unit: PERCENT. - [Art.](): Higher is better; unit: PERCENT. - [Tech.](): Higher is better; unit: PERCENT. - [Trans.](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Agr. | Result date | Report paper | | --- | --- | --- | --- | | Minimax-M2 | 100 | Not recorded | 69d883ef7d0172140ec778da | | GLM4.6 | 91.7 | Not recorded | 69d883ef7d0172140ec778da | | LangChain | 83.3 | Not recorded | 69d883ef7d0172140ec778da | | LangChain | 75 | Not recorded | 69d883ef7d0172140ec778da | | LangChain | 75 | Not recorded | 69d883ef7d0172140ec778da | | Perplexity | 66.7 | Not recorded | 69d883ef7d0172140ec778da | | Grok | 66.7 | Not recorded | 69d883ef7d0172140ec778da | | Enterprise | 66.7 | Not recorded | 69d883ef7d0172140ec778da | | Gemini | 50 | Not recorded | 69d883ef7d0172140ec778da | ### Minimax-M2 Agr.: 100. Result ID: 69d8a84847f34ce924c13487. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLM4.6 Agr.: 91.7. Result ID: 69d8a84847f34ce924c13486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LangChain Agr.: 83.3. Result ID: 69d8a84847f34ce924c1348d. [Reporting paper]() Recorded evaluation configuration: {"Source":"Table"}. This record does not assert independent reproduction. ### LangChain Agr.: 75. Result ID: 69d8a84847f34ce924c1348c. [Reporting paper]() Recorded evaluation configuration: {"Source":"Web"}. This record does not assert independent reproduction. ### LangChain Agr.: 75. Result ID: 69d8a84847f34ce924c1348e. [Reporting paper]() Recorded evaluation configuration: {"Source":"Hybrid"}. This record does not assert independent reproduction. ### Perplexity Agr.: 66.7. Result ID: 69d8a84847f34ce924c13488. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grok Agr.: 66.7. Result ID: 69d8a84847f34ce924c13489. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Enterprise Agr.: 66.7. Result ID: 69d8a84847f34ce924c1348b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini Agr.: 50. Result ID: 69d8a84847f34ce924c1348a. [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.