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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

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Showing 41–50 of 100 papers

Title	Date	Tasks	Status	Hype
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering	Nov 16, 2022	ClusteringFew-Shot Text Classification	—Unverified	0
Dynamic Memory Induction Networks for Few-Shot Text Classification	May 12, 2020	ClassificationFew-Shot Learning	—Unverified	0
Effective Few-Shot Classification with Transfer Learning	Dec 1, 2020	ClassificationFew-Shot Learning	—Unverified	0
EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization	May 1, 2022	Few-Shot LearningFew-Shot Text Classification	—Unverified	0
Emotion-Conditioned Text Generation through Automatic Prompt Optimization	Aug 9, 2023	Conditional Text GenerationFew-Shot Text Classification	—Unverified	0
Empirical Study of Mutual Reinforcement Effect and Application in Few-shot Text Classification Tasks via Prompt	Oct 13, 2024	ClassificationFew-Shot Text Classification	—Unverified	0
Enhancing Black-Box Few-Shot Text Classification with Prompt-Based Data Augmentation	May 23, 2023	Data AugmentationFew-Shot Text Classification	—Unverified	0
Exploiting Cloze-Questions for Few-Shot Text Classification and Natural Language Inference	Apr 1, 2021	Few-Shot Text ClassificationLanguage Modeling	—Unverified	0
Few-Shot Learning with Siamese Networks and Label Tuning	Oct 16, 2021	Few-Shot LearningFew-Shot Text Classification	—Unverified	0
Few-shot Text Classification with Dual Contrastive Consistency	Sep 29, 2022	ClassificationContrastive Learning	—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