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Topic Classification on DBPedia

99.1Accuracy

FADS-ICL

Updated 1mo ago

Evaluation Results

Method	Links
FADS-ICL 2024.05		99.1
kNN-prompting 2024.05		99.1
kNN-prompting 2024.05		99
kNN-prompting 2024.05		99
FADS-ICL 2024.05		99
FADS-ICL 2024.05		98.9
FADS-ICL 2024.05		98.9
FADS-ICL 2024.05		98.9
kNN-prompting 2024.05		98.8
FADS-ICL 2024.05		98.8
kNN-prompting 2024.05		98.8
kNN-prompting 2024.05		98.8
FADS-ICL 2024.05		98.7
FADS-ICL 2024.05		98.6
FADS-ICL 2024.05		98.6
FADS-ICL 2024.05		98.6
kNN-prompt 2024.05		98.3
FADS-ICL 2024.05		98.1
FADS-ICL 2024.05		98.1
FADS-ICL 2024.05		97.9
FADS-ICL 2024.05		97.7
kNN-prompt 2024.05		97.3
FADS-ICL 2024.05		97.2
kNN-prompting 2024.05		96.8
kNN-prompting 2024.05		96.8
GPT Large FT 2024.05		96.5
ICL 2024.05		95.7
kNN-prompting 2024.05		95.5
FADS-ICL 2024.05		95.3
kNN-prompting 2024.05		95.2
BERT Large FT 2024.05		95.1
kNN-prompt 2024.05		95.1
kNN-prompt 2024.05		95.1
DecT 2022.12		94.6
ICL 2024.05		94.1
ICL 2024.05		93.8
kNN-prompting 2024.05		93.5
ICL 2024.05		93.3
Subclustering 2024.06		92.32
kNN-prompt 2024.05		91.6
ICL 2024.05		91.2
kNN-prompting 2024.05		89.9
Trans-Encoder 2024.05		89.9
kNN-prompt 2024.05		89.5
SimCSE 2024.05		89.1
Subclustering 2024.06		89.06
FastGAS 2024.06		88.93
SBERT 2024.05		88.5
BM25 2024.05		88.2
Vote-k 2024.06		88.02
SBERT 2024.05		87.2
SimCSE 2024.05		87
Trans-Encoder 2024.05		87
kNN-prompt 2024.05		86.4
kNN-prompt 2024.05		86.4
kNN-prompt 2024.05		86.4
kNN-prompt 2024.05		85.8
kNN-prompt 2024.05		85.7
Trans-Encoder 2024.05		85.6
BM25 2024.05		85.5
kNN-prompt 2024.05		85.2
MUPPET 2022.12		85.17
kNN-prompt 2024.05		84.9
SimCSE 2024.05		84.8
SBERT 2024.05		84.6
SBERT 2024.05		83.8
In-Context Learning 2024.05		83.5
BM25 2024.05		83.4
IDEAL 2024.06		83.2
Trans-Encoder 2024.05		82.8
SimCSE 2024.05		82.3
ICL 2024.05		82
ICL 2024.05		82
ICL 2024.05		82
ICL 2024.05		82
ICL 2024.05		82
ICL 2024.05		82
ICL 2024.05		82
ICL 2024.05		81.5
FastGAS 2024.06		80.86
Vote-k 2024.06		80.73
BM25 2024.05		80.7
FADS-ICL 2024.05		79.9
kNN-prompting 2024.05		79.1
IDEAL 2024.06		78.38
ColD-Fusion 2022.12		78.15
Multitask 2022.12		77.69
Finetune 2022.12		77.49
Latent Concept Learning 2023.01		75.5
Latent Concept Learning 2023.01		73.6
Uniform 2023.01		73.6
FADS-ICL 2024.05		70.7
Uniform 2023.01		70.6
Prompt 2022.12		68.4
kNN-prompt 2024.05		68
Similar 2023.01		67.2
Similar 2023.01		67.2
Uniform 2023.01		66.5
Latent Concept Learning 2023.01		64
ICL 2024.05		63.4

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