# Human Response Distribution Simulation on Survey Datasets NewQ Source: [Human Response Distribution Simulation on Survey Datasets NewQ]() Collection index: [llms.txt]() Data updated: 2026-04-20T06:45:29.608Z Evaluation of model performance on simulating human response distributions using the Survey Datasets NewQ, measured by Weighted 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 | Human Response Distribution Simulation | | Dataset (including any stated split) | Survey Datasets NewQ | | Metric | Weighted Distance (WD) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Weighted Distance (WD)](): Lower is better; unit: SCALAR. - [Jensen-Shannon Divergence (JSD)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Weighted Distance (WD) | Result date | Report paper | | --- | --- | --- | --- | | DSA | 0.051 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | DSA | 0.058 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | TKFT | 0.062 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | DSA | 0.064 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | TKFT | 0.073 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | TKFT | 0.081 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | Direct | 0.084 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | PE | 0.086 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | Direct | 0.088 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | PE | 0.091 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | Direct | 0.097 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | | PE | 0.1 | Not recorded | 69004dfb3ef7ccd74e5e2b14 | ### DSA Weighted Distance (WD): 0.051. Result ID: 69e5cb6b47f34ce924cb626a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### DSA Weighted Distance (WD): 0.058. Result ID: 69e5cb6b47f34ce924cb6266. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### TKFT Weighted Distance (WD): 0.062. Result ID: 69e5cb6b47f34ce924cb6269. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### DSA Weighted Distance (WD): 0.064. Result ID: 69e5cb6b47f34ce924cb626e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. ### TKFT Weighted Distance (WD): 0.073. Result ID: 69e5cb6b47f34ce924cb6265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### TKFT Weighted Distance (WD): 0.081. Result ID: 69e5cb6b47f34ce924cb626d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. ### Direct Weighted Distance (WD): 0.084. Result ID: 69e5cb6b47f34ce924cb6263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### PE Weighted Distance (WD): 0.086. Result ID: 69e5cb6b47f34ce924cb6264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-4B"}. This record does not assert independent reproduction. ### Direct Weighted Distance (WD): 0.088. Result ID: 69e5cb6b47f34ce924cb6267. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### PE Weighted Distance (WD): 0.091. Result ID: 69e5cb6b47f34ce924cb6268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-32B"}. This record does not assert independent reproduction. ### Direct Weighted Distance (WD): 0.097. Result ID: 69e5cb6b47f34ce924cb626b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Llama3-8B"}. This record does not assert independent reproduction. ### PE Weighted Distance (WD): 0.1. Result ID: 69e5cb6b47f34ce924cb626c. [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.