conftrace_

few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

Tutor-ICL: Guiding Large Language Models for Improved In-Context Learning Performance EMNLP 2024

Detecting Temporal Ambiguity in Questions EMNLP 2024

C-ICL: Contrastive In-context Learning for Information Extraction EMNLP 2024

A Framework of Knowledge Graph-Enhanced Large Language Model Based on Question Decomposition and Atomic Retrieval EMNLP 2024

Augmenting Reasoning Capabilities of LLMs with Graph Structures in Knowledge Base Question Answering EMNLP 2024

Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric Retrieval Model EMNLP 2024

Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models EMNLP 2024

TinyStyler: Efficient Few-Shot Text Style Transfer with Authorship Embeddings EMNLP 2024

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