ML Research Wiki / Benchmarks / Prompt Engineering / DTD

DTD

Prompt Engineering Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: Harmonic mean

Top Performing Models

Rank Model Paper Harmonic mean Date Code
1 PromptKD PromptKD: Unsupervised Prompt Distillation for Vision-Language Models 77.94 2024-03-05 📦 zhengli97/promptkd
2 MMRL++ MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models 74.46 2025-05-15 📦 yunncheng/MMRL
3 HPT++ HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling 74.23 2024-08-27 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
4 MMRL MMRL: Multi-Modal Representation Learning for Vision-Language Models 73.82 2025-03-11 📦 yunncheng/MMRL
5 CoPrompt Consistency-guided Prompt Learning for Vision-Language Models 72.79 2023-06-01 📦 shuvenduroy/coprompt 📦 ShuvenduRoy/FER_TL_PipelineTraining
6 ProMetaR Prompt Learning via Meta-Regularization 72.31 2024-04-01 📦 mlvlab/prometar
7 HPT Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models 72.16 2023-12-11 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
8 PromptSRC Self-regulating Prompts: Foundational Model Adaptation without Forgetting 71.75 2023-07-13 📦 muzairkhattak/promptsrc 📦 asif-hanif/vafa
9 DePT DePT: Decoupled Prompt Tuning 71.09 2023-09-14 📦 koorye/dept
10 RPO Read-only Prompt Optimization for Vision-Language Few-shot Learning 68.61 2023-08-29 📦 mlvlab/rpo

All Papers (14)

zhengli97/promptkd
yunncheng/MMRL
vill-lab/2024-aaai-hpt ThomasWangY/2024-AAAI-HPT
yunncheng/MMRL
shuvenduroy/coprompt ShuvenduRoy/FER_TL_PipelineTraining
mlvlab/prometar
vill-lab/2024-aaai-hpt ThomasWangY/2024-AAAI-HPT
muzairkhattak/promptsrc asif-hanif/vafa
koorye/dept
mlvlab/rpo
Vill-Lab/2024-TIP-MetaPrompt
muzairkhattak/multimodal-prompt-learning htyao89/kgcoop gyukai/i2vc
kaiyangzhou/coop muzairkhattak/multimodal-prompt-learning
openai/CLIP mlfoundations/open_clip