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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

Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-Optimizers ACL 2023
FiD-ICL: A Fusion-in-Decoder Approach for Efficient In-Context Learning ACL 2023
Code4Struct: Code Generation for Few-Shot Event Structure Prediction ACL 2023
Assessing the efficacy of large language models in generating accurate teacher responses ACL 2023
SummQA at MEDIQA-Chat 2023: In-Context Learning with GPT-4 for Medical Summarization ACL 2023
ScoNe: Benchmarking Negation Reasoning in Language Models With Fine-Tuning and In-Context Learning ACL 2023
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? 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
Measuring Inductive Biases of In-Context Learning with Underspecified Demonstrations ACL 2023
How Do In-Context Examples Affect Compositional Generalization? ACL 2023
Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction ACL 2023
Data Curation Alone Can Stabilize In-context Learning ACL 2023
Fact-Checking Complex Claims with Program-Guided Reasoning ACL 2023
Few-shot In-context Learning on Knowledge Base Question Answering ACL 2023
Prompting for Multimodal Hateful Meme Classification EMNLP 2022
Data Distributional Properties Drive Emergent In-Context Learning in Transformers NIPS 2022
Exploring Length Generalization in Large Language Models NIPS 2022
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data ACL 2022
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA AAAI 2022
Black-Box Tuning for Language-Model-as-a-Service ICML 2022
Prompt Consistency for Zero-Shot Task Generalization EMNLP 2022
Can language models learn from explanations in context? EMNLP 2022
Successive Prompting for Decomposing Complex Questions EMNLP 2022
End-to-end Algorithm Synthesis with Recurrent Networks: Extrapolation without Overthinking NIPS 2022