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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

Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations ACL 2023
Instruction Induction: From Few Examples to Natural Language Task Descriptions ACL 2023
Prompt-Augmented Linear Probing: Scaling beyond the Limit of Few-Shot In-Context Learners AAAI 2023
Representative Demonstration Selection for In-Context Learning with Two-Stage Determinantal Point Process EMNLP 2023
On the Relation between Sensitivity and Accuracy in In-Context Learning EMNLP 2023
Selective Demonstrations for Cross-domain Text-to-SQL EMNLP 2023
Coverage-based Example Selection for In-Context Learning EMNLP 2023
Ethical Reasoning over Moral Alignment: A Case and Framework for In-Context Ethical Policies in LLMs EMNLP 2023
Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning EMNLP 2023
Ensemble-Instruct: Instruction Tuning Data Generation with a Heterogeneous Mixture of LMs EMNLP 2023
From Complex to Simple: Unraveling the Cognitive Tree for Reasoning with Small Language Models EMNLP 2023
Transformers learn to implement preconditioned gradient descent for in-context learning NIPS 2023
PRODIGY: Enabling In-context Learning Over Graphs NIPS 2023
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding INTERSPEECH 2023
ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction ICCV 2023
SINC: Self-Supervised In-Context Learning for Vision-Language Tasks ICCV 2023
SegGPT: Towards Segmenting Everything in Context ICCV 2023
The Unreasonable Effectiveness of Few-shot Learning for Machine Translation ICML 2023
Generative Calibration for In-context Learning EMNLP 2023
Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language Models EMNLP 2023
Frugal Prompting for Dialog Models EMNLP 2023
LayoutGPT: Compositional Visual Planning and Generation with Large Language Models NIPS 2023
Can Language Models Solve Graph Problems in Natural Language? NIPS 2023
What Makes Good Examples for Visual In-Context Learning? NIPS 2023
Retrieval-Augmented Multimodal Language Modeling ICML 2023