Dataset from Papers With Code
8 results indexed across 2 metrics. Shaded row marks current SOTA; ties broken by submission date.
| # | Model | Org | Submitted | Paper / code | accuracy |
|---|---|---|---|---|---|
| 01 | ApproxRepSet | — | Apr 2019 | Rep the Set: Neural Networks for Learning Set Representa… · code | 97.17 |
| 02 | REL-RWMD k-NN | — | Dec 2019 | Speeding up Word Mover's Distance and its variants via p… · code | 95.61 |
| 03 | Orthogonalized Soft VSM | — | Mar 2020 | Text classification with word embedding regularization a… · code | 92.65 |
| # | Model | Org | Submitted | Paper / code | f1 |
|---|---|---|---|---|---|
| 01 | MAGNET | — | Feb 2020 | papers-with-code · code | 89.90 |
| 02 | VLAWE | — | Feb 2019 | Vector of Locally-Aggregated Word Embeddings (VLAWE): A … · code | 89.30 |
| 03 | KD-LSTMreg | — | Apr 2019 | DocBERT: BERT for Document Classification · code | 88.90 |
| 04 | LSTM-reg (single model) | — | Jun 2019 | papers-with-code · code | 87 |
| 05 | SCDV-MS | — | Nov 2019 | Improving Document Classification with Multi-Sense Embed… · code | 82.71 |
Each row below marks a model that broke the previous record on accuracy. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.
Higher scores win. Each subsequent entry improved upon the previous best.
Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.
Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.