| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| UCIT | MAny* | Image-R Score94.6 | 30 | 1d ago | |
| TRACE | InsCL | AP58.83 | 24 | 1d ago | |
| NI-Seq M1 | O-Lora | AP66.89 | 24 | 1d ago | |
| NI-Seq-C1 | LoraInc | AP80.16 | 24 | 1d ago | |
| NI-Seq-G1 | O-Lora | AP46.42 | 24 | 1d ago | |
| MLLM-DCL | MAny* | RS Score81.25 | 20 | 1mo ago | |
| Five Continual Instruction Tuning (CIT) Sequences | Average Accuracy (AA)68.1 | 11 | 1d ago | ||
| CoIN Avg | SciQA82.36 | 10 | 19d ago | ||
| CoIN Last | Octopus | SciQA79.72 | 8 | 19d ago | |
| Five continual instruction tuning sequences | PROXYMIX | Average Accuracy (AA)66.9 | 6 | 1d ago | |
| CoIN benchmark | StrLoRA | ScienceQA Accuracy83.59 | 6 | 15d ago | |
| UCIT 1.0 (test) | Dynamic Gradient Guidance | ImageNet-R Score91.07 | 6 | 2mo ago | |
| MMLU, ScienceQA, GSM8K, and HumanEval | HiP-LoRA | Average Accuracy74.6 | 3 | 1mo ago |
