# Bargaining Allocation on Synthetic NTU Source: [Bargaining Allocation on Synthetic NTU]() Collection index: [llms.txt]() Data updated: 2026-04-01T07:32:13.257Z Evaluation of models on the Synthetic NTU dataset focusing on bargaining allocation outcomes, typically measured by Information Ratio (IR) and Nash Efficiency. 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 | Bargaining Allocation | | Dataset (including any stated split) | Synthetic NTU | | Metric | Information Ratio | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Information Ratio](): Higher is better; unit: PERCENT. - [Nash Efficiency](): Higher is better; unit: PERCENT. ## Recorded results | Method | Information Ratio | Result date | Report paper | | --- | --- | --- | --- | | SLSQP Oracle | 100 | Not recorded | 69cca6890636e5bf4afcbbd6 | | Supervised MLP | 100 | Not recorded | 69cca6890636e5bf4afcbbd6 | | Conditional GAN | 100 | Not recorded | 69cca6890636e5bf4afcbbd6 | | Projection DDIM | 100 | Not recorded | 69cca6890636e5bf4afcbbd6 | | Guided DDIM | 100 | Not recorded | 69cca6890636e5bf4afcbbd6 | | Hard-constraint DDIM | 99.8 | Not recorded | 69cca6890636e5bf4afcbbd6 | | CVAE | 98.4 | Not recorded | 69cca6890636e5bf4afcbbd6 | | Unguided DDIM | 93.9 | Not recorded | 69cca6890636e5bf4afcbbd6 | ### SLSQP Oracle Information Ratio: 100. Result ID: 69ccc8a247f34ce924b61ab8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Note":"Requires full frontier knowledge"}. This record does not assert independent reproduction. ### Supervised MLP Information Ratio: 100. Result ID: 69ccc8a247f34ce924b61ab9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Conditional GAN Information Ratio: 100. Result ID: 69ccc8a247f34ce924b61abb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Projection DDIM Information Ratio: 100. Result ID: 69ccc8a247f34ce924b61abd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance strategy":"post-hoc"}. This record does not assert independent reproduction. ### Guided DDIM Information Ratio: 100. Result ID: 69ccc8a247f34ce924b61abf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"t\_start":"\< 1"}. This record does not assert independent reproduction. ### Hard-constraint DDIM Information Ratio: 99.8. Result ID: 69ccc8a247f34ce924b61abe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"t\_start":"1"}. This record does not assert independent reproduction. ### CVAE Information Ratio: 98.4. Result ID: 69ccc8a247f34ce924b61aba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Unguided DDIM Information Ratio: 93.9. Result ID: 69ccc8a247f34ce924b61abc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance strategy":"no guidance"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.