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in-context learning

1369 papers

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Also known as

ICL IC ICCG ICRL

Co-occurring keywords

large language model (12755) few-shot learning (3390) prompt engineering (1128) zero-shot learning (3637) language model (4573) retrieval-augmented generation (1459) text classification (6776) machine translation (2472) multimodal learning (4622) question answering (2904)

Papers

A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025
ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval EMNLP 2025
LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition EMNLP 2025
Enhanced Zero-Shot Machine Translation via Fixed Prefix Pair Bootstrapping NAACL 2025
D.Va: Validate Your Demonstration First Before You Use It ACL 2025
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples NAACL 2025
Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs NAACL 2025
Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning NAACL 2025
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression NAACL 2025
MetaAlign: Align Large Language Models with Diverse Preferences during Inference Time NAACL 2025
Tuning-Free Personalized Alignment via Trial-Error-Explain In-Context Learning NAACL 2025
Find the Intention of Instruction: Comprehensive Evaluation of Instruction Understanding for Large Language Models NAACL 2025
Learning to Search Effective Example Sequences for In-Context Learning NAACL 2025
Investigating the Zone of Proximal Development of Language Models for In-Context Learning NAACL 2025
A Survey to Recent Progress Towards Understanding In-Context Learning NAACL 2025
Finetuning LLMs for EvaCun 2025 token prediction shared task NAACL 2025
Leveraging External Knowledge Bases: Analyzing Presentation Methods and Their Impact on Model Performance NAACL 2025
Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task NAACL 2025
Retrieval-Enhanced Mental Health Assessment: Capturing Self-State Dynamics from Social Media Using In-Context Learning NAACL 2025
Team ISM at CLPsych 2025: Capturing Mental Health Dynamics from Social Media Timelines using A Pretrained Large Language Model with In-Context Learning NAACL 2025
In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025
Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models NAACL 2025
Monte Carlo Sampling for Analyzing In-Context Examples NAACL 2025
Can dependency parses facilitate generalization in language models? A case study of cross-lingual relation extraction NAACL 2025
Do LLMs Behave as Claimed? Investigating How LLMs Follow Their Own Claims using Counterfactual Questions EMNLP 2025