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

Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning NIPS 2023

Schema-learning and rebinding as mechanisms of in-context learning and emergence NIPS 2023

Large Language Models can Implement Policy Iteration NIPS 2023

Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization NIPS 2023

DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction NIPS 2023

The Learnability of In-Context Learning NIPS 2023

Fairness-guided Few-shot Prompting for Large Language Models NIPS 2023

LayoutPrompter: Awaken the Design Ability of Large Language Models NIPS 2023

ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings NIPS 2023

Im-Promptu: In-Context Composition from Image Prompts NIPS 2023

Revisiting Out-of-distribution Robustness in NLP: Benchmarks, Analysis, and LLMs Evaluations NIPS 2023

What can Large Language Models do in chemistry? A comprehensive benchmark on eight tasks NIPS 2023

Can Language Models Teach? Teacher Explanations Improve Student Performance via Personalization NIPS 2023

Post Hoc Explanations of Language Models Can Improve Language Models NIPS 2023

Language Is Not All You Need: Aligning Perception with Language Models NIPS 2023

Augmenting Language Models with Long-Term Memory NIPS 2023

Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation ACL 2023

Augmenting Large Language Model Translators via Translation Memories ACL 2023

Diverse Retrieval-Augmented In-Context Learning for Dialogue State Tracking ACL 2023

Using In-Context Learning to Improve Dialogue Safety EMNLP 2023

How Many Demonstrations Do You Need for In-context Learning? EMNLP 2023

Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning EMNLP 2023

Is ChatGPT a Good Causal Reasoner? A Comprehensive Evaluation EMNLP 2023

Semantic Parsing by Large Language Models for Intricate Updating Strategies of Zero-Shot Dialogue State Tracking EMNLP 2023

Robustness of Named-Entity Replacements for In-Context Learning EMNLP 2023