# Survey Simulation on ESS 9 Source: [Survey Simulation on ESS 9]() Collection index: [llms.txt]() Data updated: 2026-04-20T06:45:29.506Z Evaluation of model performance on simulating surveys using the ESS 9 dataset, measured by Wasserstein Distance (WD) and Jensen-Shannon Divergence (JSD). 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 | Survey Simulation | | Dataset (including any stated split) | ESS 9 | | Metric | Wasserstein Distance (WD) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Wasserstein Distance (WD)](): Lower is better; unit: SCALAR. - [Jensen-Shannon Divergence (JSD)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Wasserstein Distance (WD) | Result date | Report paper | | --- | --- | --- | --- | | DSA | 0.111 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | DSA | 0.111 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | TKFT | 0.128 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | TKFT | 0.128 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | AAE | 0.132 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | TS | 0.137 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | AAE | 0.139 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | DSA | 0.139 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | TKFT | 0.167 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | AAE | 0.191 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | Direct | 0.773 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | PE | 0.803 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | Direct | 0.929 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | PE | 1.078 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | Direct | 1.101 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | PE | 1.179 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | ### DSA Wasserstein Distance (WD): 0.111. Result ID: 69e5cb6b47f34ce924cb6228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### DSA Wasserstein Distance (WD): 0.111. Result ID: 69e5cb6b47f34ce924cb622d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### TKFT Wasserstein Distance (WD): 0.128. Result ID: 69e5cb6b47f34ce924cb6227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### TKFT Wasserstein Distance (WD): 0.128. Result ID: 69e5cb6b47f34ce924cb622c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### AAE Wasserstein Distance (WD): 0.132. Result ID: 69e5cb6b47f34ce924cb6226. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### TS Wasserstein Distance (WD): 0.137. Result ID: 69e5cb6b47f34ce924cb6223. [Reporting paper]() Recorded evaluation configuration: {"LLM":"-"}. This record does not assert independent reproduction. ### AAE Wasserstein Distance (WD): 0.139. Result ID: 69e5cb6b47f34ce924cb622b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### DSA Wasserstein Distance (WD): 0.139. Result ID: 69e5cb6b47f34ce924cb6232. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. ### TKFT Wasserstein Distance (WD): 0.167. Result ID: 69e5cb6b47f34ce924cb6231. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. ### AAE Wasserstein Distance (WD): 0.191. Result ID: 69e5cb6b47f34ce924cb6230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. ### Direct Wasserstein Distance (WD): 0.773. Result ID: 69e5cb6b47f34ce924cb6224. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### PE Wasserstein Distance (WD): 0.803. Result ID: 69e5cb6b47f34ce924cb6225. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### Direct Wasserstein Distance (WD): 0.929. Result ID: 69e5cb6b47f34ce924cb6229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### PE Wasserstein Distance (WD): 1.078. Result ID: 69e5cb6b47f34ce924cb622a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### Direct Wasserstein Distance (WD): 1.101. Result ID: 69e5cb6b47f34ce924cb622e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. ### PE Wasserstein Distance (WD): 1.179. Result ID: 69e5cb6b47f34ce924cb622f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.