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In-Context Learning

336 directly classified papers

Papers per year

Papers

How Many Demonstrations Do You Need for In-context Learning? EMNLP 2023
Using In-Context Learning to Improve Dialogue Safety EMNLP 2023
Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data EMNLP 2023
Ensemble-Instruct: Instruction Tuning Data Generation with a Heterogeneous Mixture of LMs EMNLP 2023
Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning EMNLP 2023
Ethical Reasoning over Moral Alignment: A Case and Framework for In-Context Ethical Policies in LLMs EMNLP 2023
A Comprehensive Evaluation of Tool-Assisted Generation Strategies EMNLP 2023
Coverage-based Example Selection for In-Context Learning EMNLP 2023
BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions EMNLP 2023
Selective Demonstrations for Cross-domain Text-to-SQL EMNLP 2023
Improving Input-label Mapping with Demonstration Replay for In-context Learning EMNLP 2023
Measuring Pointwise 𝒱-Usable Information In-Context-ly EMNLP 2023
Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning EMNLP 2023
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion EMNLP 2023
The Transient Nature of Emergent In-Context Learning in Transformers NIPS 2023
Schema-learning and rebinding as mechanisms of in-context learning and emergence NIPS 2023
Prompt-Augmented Linear Probing: Scaling beyond the Limit of Few-Shot In-Context Learners AAAI 2023
Structured Case-Based Reasoning for Inference-Time Adaptation of Text-to-SQL Parsers AAAI 2023
Can In-context Learners Learn a Reasoning Concept from Demonstrations? ACL 2023
Prompting PaLM for Translation: Assessing Strategies and Performance ACL 2023
Understanding In-Context Learning via Supportive Pretraining Data ACL 2023
Rethinking the Role of Scale for In-Context Learning: An Interpretability-based Case Study at 66 Billion Scale ACL 2023
How Do In-Context Examples Affect Compositional Generalization? ACL 2023
Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction ACL 2023
Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning EMNLP 2023