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Natural Language Processing
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Prompt Engineering
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Caltech-101
Prompt Engineering on Caltech-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
↕
Code
1
PromptKD
97.77
No
PromptKD: Unsupervised Prompt Distillation for V...
2024-03-05
Code
2
HPT++
96.96
No
HPT++: Hierarchically Prompting Vision-Language ...
2024-08-27
Code
3
MMRL++
96.75
No
MMRL++: Parameter-Efficient and Interaction-Awar...
2025-05-15
Code
4
MMRL
96.68
No
MMRL: Multi-Modal Representation Learning for Vi...
2025-03-11
Code
5
HPT
96.65
No
Learning Hierarchical Prompt with Structured Lin...
2023-12-11
Code
6
CoPrompt
96.55
No
Consistency-guided Prompt Learning for Vision-La...
2023-06-01
Code
7
MetaPrompt
96.32
No
Learning Domain Invariant Prompt for Vision-Lang...
2022-12-08
Code
8
DePT
96.28
No
DePT: Decoupled Prompt Tuning
2023-09-14
Code
9
ProMetaR
96.16
No
Prompt Learning via Meta-Regularization
2024-04-01
Code
10
RPO
96.03
No
Read-only Prompt Optimization for Vision-Languag...
2023-08-29
Code
11
PromptSRC
96.02
No
Self-regulating Prompts: Foundational Model Adap...
2023-07-13
Code
12
MaPLe
96.02
No
MaPLe: Multi-modal Prompt Learning
2022-10-06
Code
13
CoCoOp
95.84
No
Conditional Prompt Learning for Vision-Language ...
2022-03-10
Code
14
CLIP
95.4
No
Learning Transferable Visual Models From Natural...
2021-02-26
Code
#1
PromptKD
SOTA
97.77
Harmonic mean
· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models
Code
#2
HPT++
96.96
Harmonic mean
· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling
Code
#3
MMRL++
96.75
Harmonic mean
· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models
Code
#4
MMRL
96.68
Harmonic mean
· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models
Code
#5
HPT
SOTA
96.65
Harmonic mean
· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models
Code
#6
CoPrompt
SOTA
96.55
Harmonic mean
· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models
Code
#7
MetaPrompt
SOTA
96.32
Harmonic mean
· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models
Code
#8
DePT
96.28
Harmonic mean
· 2023-09-14
DePT: Decoupled Prompt Tuning
Code
#9
ProMetaR
96.16
Harmonic mean
· 2024-04-01
Prompt Learning via Meta-Regularization
Code
#10
RPO
96.03
Harmonic mean
· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning
Code
#11
PromptSRC
96.02
Harmonic mean
· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting
Code
#12
MaPLe
SOTA
96.02
Harmonic mean
· 2022-10-06
MaPLe: Multi-modal Prompt Learning
Code
#13
CoCoOp
SOTA
95.84
Harmonic mean
· 2022-03-10
Conditional Prompt Learning for Vision-Language Models
Code
#14
CLIP
SOTA
95.4
Harmonic mean
· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision
Code