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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Mind the instructions: a holistic evaluation of consistency and interactions in prompt-based learning EMNLP 2023
InstructExcel: A Benchmark for Natural Language Instruction in Excel EMNLP 2023
A-La-Carte Prompt Tuning (APT): Combining Distinct Data via Composable Prompting CVPR 2023
Master: Meta Style Transformer for Controllable Zero-Shot and Few-Shot Artistic Style Transfer CVPR 2023
InfoPrompt: Information-Theoretic Soft Prompt Tuning for Natural Language Understanding NIPS 2023
Perception Test: A Diagnostic Benchmark for Multimodal Video Models NIPS 2023
Im-Promptu: In-Context Composition from Image Prompts NIPS 2023
Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification AAAI 2023
Exploring Tuning Characteristics of Ventral Stream’s Neurons for Few-Shot Image Classification AAAI 2023
CMVAE: Causal Meta VAE for Unsupervised Meta-Learning AAAI 2023
Boosting Few-Shot Text Classification via Distribution Estimation AAAI 2023
Understanding Demonstration-based Learning from a Causal Perspective ACL 2023
From Ultra-Fine to Fine: Fine-tuning Ultra-Fine Entity Typing Models to Fine-grained ACL 2023
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning ACL 2023
Making Language Models Better Reasoners with Step-Aware Verifier ACL 2023
Node Placement in Argument Maps: Modeling Unidirectional Relations in High & Low-Resource Scenarios ACL 2023
Linguistic representations for fewer-shot relation extraction across domains ACL 2023
HINT: Hypernetwork Instruction Tuning for Efficient Zero- and Few-Shot Generalisation ACL 2023
Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model Control ACL 2023
With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages ACL 2023
Few-Shot Learning With Visual Distribution Calibration and Cross-Modal Distribution Alignment CVPR 2023
A Strong Baseline for Generalized Few-Shot Semantic Segmentation CVPR 2023
BLESS: Benchmarking Large Language Models on Sentence Simplification EMNLP 2023
SAGEViz: SchemA GEneration and Visualization EMNLP 2023
Good Meta-tasks Make A Better Cross-lingual Meta-transfer Learning for Low-resource Languages EMNLP 2023