| XLNet: Generalized Autoregressive Pretraining for Language Understanding | ✓ Link | 4.45 | XLNet | 2019-06-19 |
| How to Fine-Tune BERT for Text Classification? | ✓ Link | 4.8 | BERT-ITPT-FiT | 2019-05-14 |
| Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function | ✓ Link | 4.95 | L MIXED | 2020-09-08 |
| Universal Language Model Fine-tuning for Text Classification | ✓ Link | 5.01 | ULMFiT | 2018-01-18 |
| Disconnected Recurrent Neural Networks for Text Categorization | | 5.53 | DRNN | 2018-07-01 |
| Learning to Remember More with Less Memorization | ✓ Link | 6.10 | DNC+CUW | 2019-01-05 |
| Sampling Bias in Deep Active Classification: An Empirical Study | ✓ Link | 6.3 | ULMFiT (Small data) | 2019-09-20 |
| Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings | | 6.57 | CNN | 2016-02-07 |
| Deep Pyramid Convolutional Neural Networks for Text Categorization | ✓ Link | 6.87 | DPCNN | 2017-07-01 |
| Explicit Interaction Model towards Text Classification | ✓ Link | 7 | EXAM | 2018-11-23 |
| Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms | ✓ Link | 7.34 | SWEM-concat | 2018-05-24 |
| Investigating Capsule Networks with Dynamic Routing for Text Classification | ✓ Link | 7.4 | Capsule-B | 2018-03-29 |
| Bag of Tricks for Efficient Text Classification | ✓ Link | 7.5 | fastText | 2016-07-06 |
| Joint Embedding of Words and Labels for Text Classification | ✓ Link | 7.55 | LEAM | 2018-05-10 |
| Compositional Coding Capsule Network with K-Means Routing for Text Classification | ✓ Link | 7.61 | CCCapsNet | 2018-10-22 |
| On Tree-Based Neural Sentence Modeling | ✓ Link | 7.9 | Balanced+bi-leaf-RNN | 2018-08-29 |
| Very Deep Convolutional Networks for Text Classification | ✓ Link | 8.67 | VDCN | 2016-06-06 |
| Squeezed Very Deep Convolutional Neural Networks for Text Classification | ✓ Link | 9.45 | SVDCNN | 2019-01-28 |
| Character-level Convolutional Networks for Text Classification | ✓ Link | 9.51 | Char-level CNN | 2015-09-04 |
| Abstractive Text Classification Using Sequence-to-convolution Neural Networks | ✓ Link | 9.64 | Seq2CNN with GWS(50) | 2018-05-20 |
| CAPO: Cost-Aware Prompt Optimization | ✓ Link | 11.2 | Llama-3.3-70B + CAPO | 2025-04-22 |
| CAPO: Cost-Aware Prompt Optimization | ✓ Link | 12.93 | Qwen2.5-32B + CAPO | 2025-04-22 |
| Task-oriented Word Embedding for Text Classification | ✓ Link | 14.0 | ToWE-SG | 2018-08-01 |
| CAPO: Cost-Aware Prompt Optimization | ✓ Link | 15.7 | Mistral-Small-24B + CAPO | 2025-04-22 |