# Topic Modeling on AgNews Source: [Topic Modeling on AgNews]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:13.426Z Evaluation of Topic Modeling performance on the AgNews dataset, measured using diversity metrics. 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) | AgNews | | Metric | Diversity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Diversity](): Higher is better; unit: PERCENT. - [Std Dev](): Lower is better; unit: SCALAR. ## Recorded results | Method | Diversity | Result date | Report paper | | --- | --- | --- | --- | | CarEx | 100 | Not recorded | 68fa5afb1e209131ce9c4653 | | vONT | 99.022 | Not recorded | 68fa5afb1e209131ce9c4653 | | NSTM | 97.4 | Not recorded | 68fa5afb1e209131ce9c4653 | | ProdLDA | 88.286 | Not recorded | 68fa5afb1e209131ce9c4653 | | gONTSS | 79 | Not recorded | 68fa5afb1e209131ce9c4653 | | vONTSS | 71 | Not recorded | 68fa5afb1e209131ce9c4653 | | vONTSS | 68.3 | Not recorded | 68fa5afb1e209131ce9c4653 | | vONTSS | 65.2 | Not recorded | 68fa5afb1e209131ce9c4653 | | vNVDM | 62.24 | Not recorded | 68fa5afb1e209131ce9c4653 | | GSM | 57.6 | Not recorded | 68fa5afb1e209131ce9c4653 | | Best Unsupervised | 57.3 | Not recorded | 68fa5afb1e209131ce9c4653 | | GuidedLDA | 56.1 | Not recorded | 68fa5afb1e209131ce9c4653 | | ETM | 48.96 | Not recorded | 68fa5afb1e209131ce9c4653 | | Guided BERTopic | 48.7 | Not recorded | 68fa5afb1e209131ce9c4653 | ### CarEx Diversity: 100. Result ID: 698baecb7a967eddb770941c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of topics":"20","Note":"Diversity equal to 1 by design"}. This record does not assert independent reproduction. ### vONT Diversity: 99.022. Result ID: 698c61a837894ef7d9cdfbb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"number of topics":20}. This record does not assert independent reproduction. ### NSTM Diversity: 97.4. Result ID: 698c61a837894ef7d9cdfbb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"number of topics":20}. This record does not assert independent reproduction. ### ProdLDA Diversity: 88.286. Result ID: 698c61a837894ef7d9cdfbb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"number of topics":20}. This record does not assert independent reproduction. ### gONTSS Diversity: 79. Result ID: 698baecb7a967eddb7709419. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of topics":"20"}. This record does not assert independent reproduction. ### vONTSS Diversity: 71. Result ID: 698baecb7a967eddb7709420. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of topics":"20"}. This record does not assert independent reproduction. ### vONTSS Diversity: 68.3. Result ID: 698baecb7a967eddb770941a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of topics":"20","Loss function":"CE"}. This record does not assert independent reproduction. ### vONTSS Diversity: 65.2. Result ID: 698baecb7a967eddb770941b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of topics":"20","Loss function":"all loss"}. This record does not assert independent reproduction. ### vNVDM Diversity: 62.24. Result ID: 698c61a837894ef7d9cdfbb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"number of topics":20}. This record does not assert independent reproduction. ### GSM Diversity: 57.6. Result ID: 698c61a837894ef7d9cdfbb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"number of topics":20}. This record does not assert independent reproduction. ### Best Unsupervised Diversity: 57.3. Result ID: 698baecb7a967eddb770941e. [Reporting paper]() Recorded evaluation configuration: {"Number of topics":"20"}. This record does not assert independent reproduction. ### GuidedLDA Diversity: 56.1. Result ID: 698baecb7a967eddb770941d. [Reporting paper]() Recorded evaluation configuration: {"Number of topics":"20"}. This record does not assert independent reproduction. ### ETM Diversity: 48.96. Result ID: 698c61a837894ef7d9cdfbb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"number of topics":20}. This record does not assert independent reproduction. ### Guided BERTopic Diversity: 48.7. Result ID: 698baecb7a967eddb770941f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of topics":"20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.