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Zero-Shot Learning

3043 directly classified papers

Papers per year

Papers

Spoken Document Retrieval for an Unwritten Language: A Case Study on Gormati EMNLP 2025
Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration EMNLP 2025
LongTail-Swap: benchmarking language models’ abilities on rare words EMNLP 2025
SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning EMNLP 2025
Zero-Shot Defense Against Toxic Images via Inherent Multimodal Alignment in LVLMs EMNLP 2025
Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip? EMNLP 2025
Evaluating Large Language Models for Detecting Antisemitism EMNLP 2025
CAPSTONE: Composable Attribute‐Prompted Scene Translation for Zero‐Shot Vision–Language Reasoning EMNLP 2025
FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images CVPR 2025
The Pursuit of Empathy: Evaluating Small Language Models for PTSD Dialogue Support EMNLP 2025
Are Stereotypes Leading LLMs’ Zero-Shot Stance Detection ? EMNLP 2025
Label Set Optimization via Activation Distribution Kurtosis for Zero-Shot Classification with Generative Models EMNLP 2025
Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images CVPR 2025
Ensembling Prompting Strategies for Zero-Shot Hierarchical Text Classification with Large Language Models EMNLP 2025
Improving Zero-shot Sentence Decontextualisation with Content Selection and Planning EMNLP 2025
Reverse Prompt Engineering: A Zero-Shot, Genetic Algorithm Approach to Language Model Inversion EMNLP 2025
Do Large Language Models excel in Complex Logical Reasoning with Formal Language? EMNLP 2025
From Schema to State: Zero-Shot Scheme-Only Dialogue State Tracking via Diverse Synthetic Dialogue and Step-by-Step Distillation EMNLP 2025
Intermediate Connectors and Geometric Priors for Language-Guided Affordance Segmentation on Unseen Object Categories ICCV 2025
TS-CLIP: Time Series Understanding by CLIP EMNLP 2025
LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models EMNLP 2025
A Conditional Probability Framework for Compositional Zero-shot Learning ICCV 2025
T-MAD: Target-driven Multimodal Alignment for Stance Detection EMNLP 2025
Molecular String Representation Preferences in Pretrained LLMs: A Comparative Study in Zero- & Few-Shot Molecular Property Prediction EMNLP 2025
PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025