Visual Question Answering on DocVQA (Absolute & Normalized Accuracy)
85.6Normalized AccuracyKnOTS-TIES
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KnOTS-TIESBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-free2026.03 | 85.6 | — | |
| TIESBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-free2026.03 | 81.9 | — | |
| TARA-Variant ABackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-based2026.03 | 80.4 | — | |
| TARA-Variant BBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-based2026.03 | 80 | — | |
| TABackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-free2026.03 | 79.5 | — | |
| AdaMergingBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-based2026.03 | 76.1 | — | |
| FinetunedBackbone=LLaVA, Adapter Rank=162026.03 | — | 41.2 |