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Zero-Shot Learning

3043 directly classified papers

Papers per year

Papers

UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs’ Memorization ACL 2025
kNN Retrieval for Simple and Effective Zero-Shot Multi-speaker Text-to-Speech NAACL 2025
AgentMove: A Large Language Model based Agentic Framework for Zero-shot Next Location Prediction NAACL 2025
LLM-Driven Implicit Target Augmentation and Fine-Grained Contextual Modeling for Zero-Shot and Few-Shot Stance Detection EMNLP 2025
Confidence-guided Refinement Reasoning for Zero-shot Question Answering EMNLP 2025
LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models EMNLP 2025
CARE: A Disagreement Detection Framework with Concept Alignment and Reasoning Enhancement EMNLP 2025
How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark EMNLP 2025
Boosting Multi-modal Keyphrase Prediction with Dynamic Chain-of-Thought in Vision-Language Models EMNLP 2025
Do Large Language Models excel in Complex Logical Reasoning with Formal Language? EMNLP 2025
Grammar Pruning: Enabling Low-Latency Zero-Shot Task-Oriented Language Models for Edge AI EMNLP 2025
Ensembling Prompting Strategies for Zero-Shot Hierarchical Text Classification with Large Language Models EMNLP 2025
Beyond Demographics: Enhancing Cultural Value Survey Simulation with Multi-Stage Personality-Driven Cognitive Reasoning EMNLP 2025
SNaRe: Domain-aware Data Generation for Low-Resource Event Detection EMNLP 2025
Easy as PIE? Identifying Multi-Word Expressions with LLMs EMNLP 2025
Instructing Large Language Models for Low-Resource Languages: A Systematic Study for Basque EMNLP 2025
Label Set Optimization via Activation Distribution Kurtosis for Zero-Shot Classification with Generative Models EMNLP 2025
Evaluating Large Language Models for Detecting Antisemitism EMNLP 2025
SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling EMNLP 2025
Auto prompting without training labels: An LLM cascade for product quality assessment in e-commerce catalogs EMNLP 2025
Multi-Value-Product Retrieval-Augmented Generation for Industrial Product Attribute Value Identification EMNLP 2025
CAPSTONE: Composable Attribute‐Prompted Scene Translation for Zero‐Shot Vision–Language Reasoning EMNLP 2025
DocIE@XLLM25: ZeroSemble - Robust and Efficient Zero-Shot Document Information Extraction with Heterogeneous Large Language Model Ensembles ACL 2025
Understanding Visual Detail Hallucinations of Large Vision-Language Models IJCAI 2025
Evaluating LLMs with Multiple Problems at once ACL 2025