# Topic Modeling on Poem PoemSum Source: [Topic Modeling on Poem PoemSum]() Collection index: [llms.txt]() Data updated: 2026-06-30T07:48:45.895Z Evaluation of Topic Modeling performance on the Poem PoemSum dataset, measured using 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) | Poem PoemSum | | Metric | Topic Judge Elo Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 24 of 24 | | 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. - [Elo Score (TF)](): Higher is better; unit: SCALAR. - [Elo Score (Sum.)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Topic Judge Elo Score | Result date | Report paper | | --- | --- | --- | --- | | ETM MTM | 1678 | Not recorded | 68fa7a541e209131cea82842 | | LDA MTM | 1662 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic MTM | 1619 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic MTM | 1598 | Not recorded | 68fa7a541e209131cea82842 | | ETM MTM | 1597 | Not recorded | 68fa7a541e209131cea82842 | | LDA Base | 1573 | Not recorded | 68fa7a541e209131cea82842 | | LDA MTM | 1536 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic Base | 1530 | Not recorded | 68fa7a541e209131cea82842 | | ETM Base | 1524 | Not recorded | 68fa7a541e209131cea82842 | | LDA Base | 1522 | Not recorded | 68fa7a541e209131cea82842 | | BERTopic Base | 1453 | Not recorded | 68fa7a541e209131cea82842 | | ETM Base | 1446 | Not recorded | 68fa7a541e209131cea82842 | | FAST | 1412 | Not recorded | 68fa7a541e209131cea82842 | | D-VAE | 1360 | Not recorded | 68fa7a541e209131cea82842 | | FAST | 1306 | Not recorded | 68fa7a541e209131cea82842 | | D-VAE | 1185 | Not recorded | 68fa7a541e209131cea82842 | ### ETM MTM Topic Judge Elo Score: 1678. Result ID: 6a4374c3fbc373592c93e0bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### LDA MTM Topic Judge Elo Score: 1662. Result ID: 6a4374c3fbc373592c93e0bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### BERTopic MTM Topic Judge Elo Score: 1619. Result ID: 6a4374c3fbc373592c93e0c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### BERTopic MTM Topic Judge Elo Score: 1598. Result ID: 6a4374c3fbc373592c93e0c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### ETM MTM Topic Judge Elo Score: 1597. Result ID: 6a4374c3fbc373592c93e0c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### LDA Base Topic Judge Elo Score: 1573. Result ID: 6a4374c3fbc373592c93e0b9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### LDA MTM Topic Judge Elo Score: 1536. Result ID: 6a4374c3fbc373592c93e0bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### BERTopic Base Topic Judge Elo Score: 1530. Result ID: 6a4374c3fbc373592c93e0c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### ETM Base Topic Judge Elo Score: 1524. Result ID: 6a4374c3fbc373592c93e0bd. [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: 1522. Result ID: 6a4374c3fbc373592c93e0ba. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### BERTopic Base Topic Judge Elo Score: 1453. Result ID: 6a4374c3fbc373592c93e0c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### ETM Base Topic Judge Elo Score: 1446. Result ID: 6a4374c3fbc373592c93e0be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### FAST Topic Judge Elo Score: 1412. Result ID: 6a4374c3fbc373592c93e0b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### D-VAE Topic Judge Elo Score: 1360. Result ID: 6a4374c3fbc373592c93e0b6. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Input":"Sum."}. This record does not assert independent reproduction. ### FAST Topic Judge Elo Score: 1306. Result ID: 6a4374c3fbc373592c93e0b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Input":"TF"}. This record does not assert independent reproduction. ### D-VAE Topic Judge Elo Score: 1185. Result ID: 6a4374c3fbc373592c93e0b5. [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.