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Natural Language Processing
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Prompt Engineering
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Food-101
Prompt Engineering on Food-101
Metric: Harmonic mean (higher is better)
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Model
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Harmonic mean
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Extra Data
Paper
Date
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Code
1
PromptKD
93.05
No
PromptKD: Unsupervised Prompt Distillation for V...
2024-03-05
Code
2
CoPrompt
91.4
No
Consistency-guided Prompt Learning for Vision-La...
2023-06-01
Code
3
MaPLe
91.38
No
MaPLe: Multi-modal Prompt Learning
2022-10-06
Code
4
ProMetaR
91.34
No
Prompt Learning via Meta-Regularization
2024-04-01
Code
5
MetaPrompt
91.29
No
Learning Domain Invariant Prompt for Vision-Lang...
2022-12-08
Code
6
DePT
91.22
No
DePT: Decoupled Prompt Tuning
2023-09-14
Code
7
PromptSRC
91.1
No
Self-regulating Prompts: Foundational Model Adap...
2023-07-13
Code
8
MMRL++
91.1
No
MMRL++: Parameter-Efficient and Interaction-Awar...
2025-05-15
Code
9
HPT++
91.09
No
HPT++: Hierarchically Prompting Vision-Language ...
2024-08-27
Code
10
MMRL
91.03
No
MMRL: Multi-Modal Representation Learning for Vi...
2025-03-11
Code
11
HPT
91.01
No
Learning Hierarchical Prompt with Structured Lin...
2023-12-11
Code
12
CoCoOp
90.99
No
Conditional Prompt Learning for Vision-Language ...
2022-03-10
Code
13
RPO
90.58
No
Read-only Prompt Optimization for Vision-Languag...
2023-08-29
Code
#1
PromptKD
SOTA
93.05
Harmonic mean
· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models
Code
#2
CoPrompt
SOTA
91.4
Harmonic mean
· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models
Code
#3
MaPLe
SOTA
91.38
Harmonic mean
· 2022-10-06
MaPLe: Multi-modal Prompt Learning
Code
#4
ProMetaR
91.34
Harmonic mean
· 2024-04-01
Prompt Learning via Meta-Regularization
Code
#5
MetaPrompt
91.29
Harmonic mean
· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models
Code
#6
DePT
91.22
Harmonic mean
· 2023-09-14
DePT: Decoupled Prompt Tuning
Code
#7
PromptSRC
91.1
Harmonic mean
· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting
Code
#8
MMRL++
91.1
Harmonic mean
· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models
Code
#9
HPT++
91.09
Harmonic mean
· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling
Code
#10
MMRL
91.03
Harmonic mean
· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models
Code
#11
HPT
91.01
Harmonic mean
· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models
Code
#12
CoCoOp
SOTA
90.99
Harmonic mean
· 2022-03-10
Conditional Prompt Learning for Vision-Language Models
Code
#13
RPO
90.58
Harmonic mean
· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning
Code