| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR100, Food101, SUN397 Averaged (test) | SAE-TM | Intruder Detection Accuracy (CI)42.57 | 45 | 15d ago | |
| Five text datasets (News-20K, IMDB, Yelp, DailyMail, Twitter) | SAE-TM | Intruder Detection Accuracy (CI)54.31 | 45 | 15d ago | |
| AskAcademia | GCTM-OT | UT1 | 44 | 1mo ago | |
| TeslaModel3 | GCTM-OT | UT Score97.5 | 44 | 1mo ago | |
| Bothering | GCTM-OT | UT Score98 | 44 | 1mo ago | |
| 20 Newsgroups (test) | Perplexity688 | 39 | 3mo ago | ||
| 20NG | ProdLDA VAE | NPMI0.24 | 33 | 2mo ago | |
| NCTBText | GHTM | CV0.87 | 29 | 2mo ago | |
| Jamuna News | GHTM | CV0.9 | 29 | 2mo ago | |
| BanFakeNews | GHTM | CV0.82 | 25 | 2mo ago | |
| DBLP | S2WTM | NPMI0.133 | 23 | 2mo ago | |
| M10 | FASTopic | NPMI0.2065 | 23 | 2mo ago | |
| EC News | XTRA + LLM-XTM | CNPMI (Coherence)0.088 | 18 | 28d ago | |
| SMS Spam Collection | DALTA | Cv0.505 | 18 | 3mo ago | |
| Yelp | DALTA | Cv0.516 | 18 | 3mo ago | |
| Drug Review Norgestimate | DALTA | Cv0.484 | 18 | 3mo ago | |
| Drug Review Norethindrone | DALTA | Cv0.582 | 18 | 3mo ago | |
| Newsgroup Religion | DALTA | Cv0.451 | 18 | 3mo ago | |
| Newsgroup Science | DALTA | Cv0.493 | 18 | 3mo ago | |
| BBC | TriTopic | NPMI0.38 | 17 | 3mo ago | |
| NYT corpus | ECRTM | NPMI0.611 | 14 | 1mo ago | |
| Yelp 5Cate | LX Topic | Topic Coherence (TC)52 | 14 | 3mo ago | |
| Amazon-10Cate | WeTe | TC Score0.501 | 14 | 3mo ago | |
| AgNews | CarEx | Diversity100 | 14 | 3mo ago | |
| DBLP | ProdLDA | IRBO100 | 13 | 3mo ago |