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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
Towards Zero-shot Relation Extraction in Web Mining: A Multimodal Approach with Relative XML Path
EMNLP 2023
On the Zero-Shot Generalization of Machine-Generated Text Detectors
EMNLP 2023
Revisiting Large Language Models as Zero-shot Relation Extractors
EMNLP 2023
Leveraging Multiple Teachers for Test-Time Adaptation of Language-Guided Classifiers
EMNLP 2023
Measuring and Mitigating Constraint Violations of In-Context Learning for Utterance-to-API Semantic Parsing
EMNLP 2023
ZeroSCROLLS: A Zero-Shot Benchmark for Long Text Understanding
EMNLP 2023
Zero-Shot Data Maps. Efficient Dataset Cartography Without Model Training
EMNLP 2023
Locally Differentially Private Document Generation Using Zero Shot Prompting
EMNLP 2023
The language of prompting: What linguistic properties make a prompt successful?
EMNLP 2023
Zero-shot Topical Text Classification with LLMs - an Experimental Study
EMNLP 2023
Toward Human Readable Prompt Tuning: Kubrick’s The Shining is a good movie, and a good prompt too?
EMNLP 2023
XLS-R fine-tuning on noisy word boundaries for unsupervised speech segmentation into words
EMNLP 2023
BLM-s/lE: A structured dataset of English spray-load verb alternations for testing generalization in LLMs
EMNLP 2023
DetectLLM: Leveraging Log Rank Information for Zero-Shot Detection of Machine-Generated Text
EMNLP 2023
Towards Zero-shot Learning for End-to-end Cross-modal Translation Models
EMNLP 2023
PARROT: Zero-Shot Narrative Reading Comprehension via Parallel Reading
EMNLP 2023
CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering
EMNLP 2023
A Read-and-Select Framework for Zero-shot Entity Linking
EMNLP 2023
A Multi-Modal Multilingual Benchmark for Document Image Classification
EMNLP 2023
Gradually Excavating External Knowledge for Implicit Complex Question Answering
EMNLP 2023
HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot Filling
EMNLP 2023
Alignment Precedes Fusion: Open-Vocabulary Named Entity Recognition as Context-Type Semantic Matching
EMNLP 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data
EMNLP 2023
Calibrated Seq2seq Models for Efficient and Generalizable Ultra-fine Entity Typing
EMNLP 2023
Cross-Dialectal Named Entity Recognition in Arabic
EMNLP 2023
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