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Methodology
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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
Bridging Generative and Discriminative Models for Unified Visual Perception with Diffusion Priors
IJCAI 2024
Learning Translations: Emergent Communication Pretraining for Cooperative Language Acquisition
IJCAI 2024
A Transformer-Based Adaptive Prototype Matching Network for Few-Shot Semantic Segmentation
IJCAI 2024
Diversifying Training Pool Predictability for Zero-shot Coordination: A Theory of Mind Approach
IJCAI 2024
Enhancing Zero-shot Audio Classification using Sound Attribute Knowledge from Large Language Models
INTERSPEECH 2024
DINO-VITS: Data-Efficient Zero-Shot TTS with Self-Supervised Speaker Verification Loss for Noise Robustness
INTERSPEECH 2024
Towards Expressive Zero-Shot Speech Synthesis with Hierarchical Prosody Modeling
INTERSPEECH 2024
Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection
COLING 2024
Slot and Intent Detection Resources for Bavarian and Lithuanian: Assessing Translations vs Natural Queries to Digital Assistants
COLING 2024
Assessing Logical Puzzle Solving in Large Language Models: Insights from a Minesweeper Case Study
NAACL 2024
Promptly Predicting Structures: The Return of Inference
NAACL 2024
An Empirical Study of Consistency Regularization for End-to-End Speech-to-Text Translation
NAACL 2024
UMUTeam at SemEval-2024 Task 6: Leveraging Zero-Shot Learning for Detecting Hallucinations and Related Observable Overgeneration Mistakes
NAACL 2024
LLM Comparative Assessment: Zero-shot NLG Evaluation through Pairwise Comparisons using Large Language Models
EACL 2024
SIB-200: A Simple, Inclusive, and Big Evaluation Dataset for Topic Classification in 200+ Languages and Dialects
EACL 2024
Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM
EACL 2024
ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge Bases
EACL 2024
Language Models Still Struggle to Zero-shot Reason about Time Series
EMNLP 2024
ABM: Attention before Manipulation
IJCAI 2024
Zero-shot Out-of-domain is No Joke: Lessons Learned in the VoiceMOS 2023 MOS Prediction Challenge
INTERSPEECH 2024
HIL: Hybrid Isotropy Learning for Zero-shot Performance in Dense retrieval
NAACL 2024
GenDecider: Integrating “None of the Candidates” Judgments in Zero-Shot Entity Linking Re-ranking
NAACL 2024
Beyond Yes and No: Improving Zero-Shot LLM Rankers via Scoring Fine-Grained Relevance Labels
NAACL 2024
Fusion Makes Perfection: An Efficient Multi-Grained Matching Approach for Zero-Shot Relation Extraction
NAACL 2024
Exploring Causal Mechanisms for Machine Text Detection Methods
NAACL 2024
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