# Controllable Language Generation on Wordlist Politics Pointwise Constraint Source: [Controllable Language Generation on Wordlist Politics Pointwise Constraint]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:06.756Z Evaluation of controllable language generation performance on the Wordlist Politics Pointwise Constraint dataset, measured using control metrics (Ctrl), KL divergences, Distance metrics, and SB scores. 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 | Controllable Language Generation | | Dataset (including any stated split) | Wordlist Politics Pointwise Constraint | | Metric | Ctrl | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 5 of 5 | | 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 - [Ctrl](): Lower is better; unit: SCALAR. - [KL Divergence (p, π)](): Lower is better; unit: SCALAR. - [KL Divergence (p0, π)](): Lower is better; unit: SCALAR. - [Distance Metric 1](): Higher is better; unit: SCALAR. - [Distance Metric 2](): Higher is better; unit: SCALAR. - [Distance Metric 3](): Higher is better; unit: SCALAR. - [SB Score 4](): Higher is better; unit: SCALAR. - [SB Score 5](): Higher is better; unit: SCALAR. ## Recorded results | Method | Ctrl | Result date | Report paper | | --- | --- | --- | --- | | Original LM | 0.07 | Not recorded | 68fa6dea1e209131cea3ce56 | | GDC++ | 0.49 | Not recorded | 68fa6dea1e209131cea3ce56 | | GDC | 0.58 | Not recorded | 68fa6dea1e209131cea3ce56 | | Reinforce | 1 | Not recorded | 68fa6dea1e209131cea3ce56 | | Ziegler | 1 | Not recorded | 68fa6dea1e209131cea3ce56 | ### Original LM Ctrl: 0.07. Result ID: 698ffb343a6c314849fd39a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GDC++ Ctrl: 0.49. Result ID: 698ffb343a6c314849fd39a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GDC Ctrl: 0.58. Result ID: 698ffb343a6c314849fd39a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reinforce Ctrl: 1. Result ID: 698ffb343a6c314849fd39a5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ziegler Ctrl: 1. Result ID: 698ffb343a6c314849fd39a6. [Reporting paper]() [Method origin 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.