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Machine Learning
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Zero-Shot Learning
3043 directly classified papers
Papers per year
2009: 1
2010: 1
2013: 12
2014: 7
2015: 11
2016: 18
2017: 37
2018: 53
2019: 141
2020: 162
2021: 286
2022: 350
2023: 583
2024: 597
2025: 654
2026: 130
Papers
Mirror: A Universal Framework for Various Information Extraction Tasks
EMNLP 2023
When Do Decompositions Help for Machine Reading?
EMNLP 2023
Do Models Really Learn to Follow Instructions? An Empirical Study of Instruction Tuning
ACL 2023
Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents
ACL 2023
Why Does Zero-Shot Cross-Lingual Generation Fail? An Explanation and a Solution
ACL 2023
Synthetic Dataset for Evaluating Complex Compositional Knowledge for Natural Language Inference
ACL 2023
TADA : Task Agnostic Dialect Adapters for English
ACL 2023
Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering
ACL 2023
shs-nlp at RadSum23: Domain-Adaptive Pre-training of Instruction-tuned LLMs for Radiology Report Impression Generation
ACL 2023
Learning Mask-aware CLIP Representations for Zero-Shot Segmentation
NIPS 2023
Zero-shot Sharpness-Aware Quantization for Pre-trained Language Models
EMNLP 2023
Segment Everything Everywhere All at Once
NIPS 2023
Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling
EMNLP 2023
Ebhaam at SemEval-2023 Task 1: A CLIP-Based Approach for Comparing Cross-modality and Unimodality in Visual Word Sense Disambiguation
ACL 2023
Explain-then-translate: an analysis on improving program translation with self-generated explanations
EMNLP 2023
Selecting Key Views for Zero-Shot Entity Linking
EMNLP 2023
In-Context Demonstration Selection with Cross Entropy Difference
EMNLP 2023
Improving Cross-lingual Transfer through Subtree-aware Word Reordering
EMNLP 2023
Text2Topic: Multi-Label Text Classification System for Efficient Topic Detection in User Generated Content with Zero-Shot Capabilities
EMNLP 2023
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs
EMNLP 2023
Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations
EMNLP 2023
Inverse Scaling Can Become U-Shaped
EMNLP 2023
The Benefits of Label-Description Training for Zero-Shot Text Classification
EMNLP 2023
Revisiting Sparse Retrieval for Few-shot Entity Linking
EMNLP 2023
UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation
EMNLP 2023
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