few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

POSIX: A Prompt Sensitivity Index For Large Language Models EMNLP 2024

Analyzing Context Contributions in LLM-based Machine Translation EMNLP 2024

Talking the Talk Does Not Entail Walking the Walk: On the Limits of Large Language Models in Lexical Entailment Recognition EMNLP 2024

ACCEPT: Adaptive Codebook for Composite and Efficient Prompt Tuning EMNLP 2024

Structured Chain-of-Thought Prompting for Few-Shot Generation of Content-Grounded QA Conversations EMNLP 2024

Large Language Models are In-context Teachers for Knowledge Reasoning EMNLP 2024

Narrative-of-Thought: Improving Temporal Reasoning of Large Language Models via Recounted Narratives EMNLP 2024

UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation EMNLP 2024

Towards Low-Resource Harmful Meme Detection with LMM Agents EMNLP 2024

Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations EMNLP 2024

Enhancing Post-Hoc Attributions in Long Document Comprehension via Coarse Grained Answer Decomposition EMNLP 2024

PALM: Few-Shot Prompt Learning for Audio Language Models EMNLP 2024

IntCoOp: Interpretability-Aware Vision-Language Prompt Tuning EMNLP 2024

Measuring the Robustness of NLP Models to Domain Shifts EMNLP 2024

BiKT: Enabling Bidirectional Knowledge Transfer Between Pretrained Models and Sequential Downstream Tasks EMNLP 2024

Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge Graphs EMNLP 2024

P-FOLIO: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning Chains EMNLP 2024

Ontologically Faithful Generation of Non-Player Character Dialogues EMNLP 2024

Enhancing Fine-Grained Image Classifications via Cascaded Vision Language Models EMNLP 2024

No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation CVPR 2024

Digital Life Project: Autonomous 3D Characters with Social Intelligence CVPR 2024

A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models CVPR 2024

Meta-Point Learning and Refining for Category-Agnostic Pose Estimation CVPR 2024

Instance-based Max-margin for Practical Few-shot Recognition CVPR 2024

Prompt Learning via Meta-Regularization CVPR 2024