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zero-shot learning

3650 papers

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Also known as

ZSS ZSL ZS ZERO-SHOT ZL

Co-occurring keywords

large language model (13587) few-shot learning (3398) vision-language model (2348) transfer learning (5449) cross-lingual transfer (1477) text classification (6793) multimodal learning (4645) contrastive learning (4032) domain adaptation (4595) language model (4599)

Papers

Language Models can Exploit Cross-Task In-context Learning for Data-Scarce Novel Tasks ACL 2024
Beyond Traditional Benchmarks: Analyzing Behaviors of Open LLMs on Data-to-Text Generation ACL 2024
Plan, Generate and Complicate: Improving Low-resource Dialogue State Tracking via Easy-to-Difficult Zero-shot Data Augmentation ACL 2024
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting ACL 2024
Can Large Language Models Follow Concept Annotation Guidelines? A Case Study on Scientific and Financial Domains ACL 2024
InstructCMP: Length Control in Sentence Compression through Instruction-based Large Language Models ACL 2024
Instruction Position Matters in Sequence Generation with Large Language Models ACL 2024
AustroTox: A Dataset for Target-Based Austrian German Offensive Language Detection ACL 2024
CIF-Bench: A Chinese Instruction-Following Benchmark for Evaluating the Generalizability of Large Language Models ACL 2024
FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models ACL 2024
Extracting Polymer Nanocomposite Samples from Full-Length Documents ACL 2024
Boosting Zero-Shot Crosslingual Performance using LLM-Based Augmentations with Effective Data Selection ACL 2024
Competition-Level Problems are Effective LLM Evaluators ACL 2024
Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL translation ACL 2024
Real World Conversational Entity Linking Requires More Than Zero-Shots ACL 2024
Demonstration Augmentation for Zero-shot In-context Learning ACL 2024
Preemptive Answer “Attacks” on Chain-of-Thought Reasoning ACL 2024
S3-DST: Structured Open-Domain Dialogue Segmentation and State Tracking in the Era of LLMs ACL 2024
High Fidelity Text-to-Speech Via Discrete Tokens Using Token Transducer and Group Masked Language Model INTERSPEECH 2024
XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model INTERSPEECH 2024
Language-Universal Speech Attributes Modeling for Zero-Shot Multilingual Spoken Keyword Recognition INTERSPEECH 2024
No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance NIPS 2024
Triple-Encoders: Representations That Fire Together, Wire Together ACL 2024
AlignRE: An Encoding and Semantic Alignment Approach for Zero-Shot Relation Extraction ACL 2024
Question-Instructed Visual Descriptions for Zero-Shot Video Answering ACL 2024