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Few-Shot Text Classification

Few-shot Text Classification predicts the semantic label of a given text with a handful of supporting instances 1

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 100 papers

Title	Date	Tasks	Status	Hype
Enhancing Black-Box Few-Shot Text Classification with Prompt-Based Data Augmentation	May 23, 2023	Data AugmentationFew-Shot Text Classification	—Unverified	0
Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks	May 22, 2023	ClassificationData Augmentation	—Unverified	0
Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in Language Models	May 2, 2023	Backdoor AttackFew-Shot Text Classification	—Unverified	0
Boosting Few-Shot Text Classification via Distribution Estimation	Mar 26, 2023	ClassificationFew-Shot Image Classification	—Unverified	0
MetaTroll: Few-shot Detection of State-Sponsored Trolls with Transformer Adapters	Mar 13, 2023	Few-Shot Text ClassificationMeta-Learning	CodeCode Available	0
Mask-guided BERT for Few Shot Text Classification	Feb 21, 2023	ClassificationContrastive Learning	—Unverified	0
Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration	Dec 5, 2022	Few-Shot LearningFew-Shot Text Classification	—Unverified	0
Understanding BLOOM: An empirical study on diverse NLP tasks	Nov 27, 2022	DecoderFew-Shot Text Classification	—Unverified	0
ProtSi: Prototypical Siamese Network with Data Augmentation for Few-Shot Subjective Answer Evaluation	Nov 17, 2022	Contrastive LearningData Augmentation	CodeCode Available	0
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering	Nov 16, 2022	ClusteringFew-Shot Text Classification	—Unverified	0

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All datasets RAFT Average on NLP datasets Amazon Counterfeit ODIC 10-way (10-shot)ODIC 10-way (5-shot)ODIC 5-way (10-shot)ODIC 5-way (5-shot)SST-5

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T-Few	Avg	0.76	—	Unverified
2	Human (crowdsourced)	Avg	0.74	—	Unverified
3	GPT-3	Avg	0.63	—	Unverified
4	AdaBoost	Avg	0.51	—	Unverified
5	GPT-Neo	Avg	0.48	—	Unverified
6	GPT-2	Avg	0.46	—	Unverified
7	BART MNLI zero-shot	Avg	0.38	—	Unverified
8	Plurality-class	Avg	0.33	—	Unverified
9	GPT-3 zero-shot	Avg	0.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SetFit + OCD(5)	Accuracy	0.65	—	Unverified
2	SetFit + OCD	Accuracy	0.64	—	Unverified
3	T-few 3B	Accuracy	0.63	—	Unverified
4	SetFit	Accuracy	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SetFit + OCD	Accuracy	0.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Induction Networks	Accuracy	81.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Induction Networks	Accuracy	78.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Induction Networks	Accuracy	88.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Induction Networks	Accuracy	87.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SetFit + OCD	Accuracy	0.48	—	Unverified