# Topic Modeling on WriPro (WritingPrompts) Source: [Topic Modeling on WriPro (WritingPrompts)]() Collection index: [llms.txt]() Data updated: 2026-06-30T07:48:45.913Z Evaluation of Topic Modeling performance on the WriPro (WritingPrompts) dataset, measured using the Topic judge Elo score. 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 | Topic Modeling | | Dataset (including any stated split) | WriPro (WritingPrompts) | | Metric | Topic Judge Elo Score | | Unit | SCALAR | | Direction | Higher 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 - [Topic Judge Elo Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Topic Judge Elo Score | Result date | Report paper | | --- | --- | --- | --- | | LDA MTM | 1813 | Not recorded | 68fa7a541e209131cea82842 | | ETM MTM | 1808 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic MTM | 1731 | Not recorded | 68fa7a541e209131cea82842 | | ETM MTM | 1678 | Not recorded | 68fa7a541e209131cea82842 | | LDA MTM | 1674 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic MTM | 1637 | Not recorded | 68fa7a541e209131cea82842 | | LDA Base | 1545 | Not recorded | 68fa7a541e209131cea82842 | | ETM Base | 1538 | Not recorded | 68fa7a541e209131cea82842 | | LDA Base | 1439 | Not recorded | 68fa7a541e209131cea82842 | | ETM Base | 1430 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic Base | 1394 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic Base | 1385 | Not recorded | 68fa7a541e209131cea82842 | | FAST | 1375 | Not recorded | 68fa7a541e209131cea82842 | | D-VAE | 1373 | Not recorded | 68fa7a541e209131cea82842 | | FAST | 1263 | Not recorded | 68fa7a541e209131cea82842 | | D-VAE | 918 | Not recorded | 68fa7a541e209131cea82842 | ### LDA MTM Topic Judge Elo Score: 1813. Result ID: 6a4374c3fbc373592c93e0cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### ETM MTM Topic Judge Elo Score: 1808. Result ID: 6a4374c3fbc373592c93e0cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### BERTopic MTM Topic Judge Elo Score: 1731. Result ID: 6a4374c3fbc373592c93e0d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### ETM MTM Topic Judge Elo Score: 1678. Result ID: 6a4374c3fbc373592c93e0d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### LDA MTM Topic Judge Elo Score: 1674. Result ID: 6a4374c3fbc373592c93e0cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### BERTopic MTM Topic Judge Elo Score: 1637. Result ID: 6a4374c3fbc373592c93e0d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### LDA Base Topic Judge Elo Score: 1545. Result ID: 6a4374c3fbc373592c93e0c9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### ETM Base Topic Judge Elo Score: 1538. Result ID: 6a4374c3fbc373592c93e0cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### LDA Base Topic Judge Elo Score: 1439. Result ID: 6a4374c3fbc373592c93e0ca. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### ETM Base Topic Judge Elo Score: 1430. Result ID: 6a4374c3fbc373592c93e0ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### BERTopic Base Topic Judge Elo Score: 1394. Result ID: 6a4374c3fbc373592c93e0d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### BERTopic Base Topic Judge Elo Score: 1385. Result ID: 6a4374c3fbc373592c93e0d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### FAST Topic Judge Elo Score: 1375. Result ID: 6a4374c3fbc373592c93e0c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### D-VAE Topic Judge Elo Score: 1373. Result ID: 6a4374c3fbc373592c93e0c6. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### FAST Topic Judge Elo Score: 1263. Result ID: 6a4374c3fbc373592c93e0c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### D-VAE Topic Judge Elo Score: 918. Result ID: 6a4374c3fbc373592c93e0c5. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.