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in-context learning

1405 papers

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Also known as

ICL

Co-occurring keywords

large language model (13587) few-shot learning (3398) prompt engineering (1135) zero-shot learning (3650) language model (4599) retrieval-augmented generation (1592) text classification (6793) machine translation (2499) multimodal learning (4645) question answering (2963)

Papers

Do Prompt-Based Models Really Understand the Meaning of Their Prompts? NAACL 2022
Meet Your Favorite Character: Open-domain Chatbot Mimicking Fictional Characters with only a Few Utterances NAACL 2022
On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language Model NAACL 2022
Few-Shot Semantic Parsing with Language Models Trained on Code NAACL 2022
Contrastive Learning for Prompt-based Few-shot Language Learners NAACL 2022
Zero- and Few-Shot NLP with Pretrained Language Models ACL 2022
Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER ACL 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning NIPS 2022
Quantifying Adaptability in Pre-trained Language Models with 500 Tasks NAACL 2022
Data Distributional Properties Drive Emergent In-Context Learning in Transformers NIPS 2022
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations EMNLP 2022
Active Example Selection for In-Context Learning EMNLP 2022
What Makes Good In-Context Examples for GPT-3? ACL 2022
What Can Transformers Learn In-Context? A Case Study of Simple Function Classes NIPS 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? EMNLP 2022
Black-Box Tuning for Language-Model-as-a-Service ICML 2022
Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance EMNLP 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners NIPS 2022
On the Compositional Generalization Gap of In-Context Learning EMNLP 2022
20Q: Overlap-Free World Knowledge Benchmark for Language Models EMNLP 2022
Towards Few-Shot Identification of Morality Frames using In-Context Learning EMNLP 2022
Successive Prompting for Decomposing Complex Questions EMNLP 2022
Can language models learn from explanations in context? EMNLP 2022
In-Context Learning for Few-Shot Dialogue State Tracking EMNLP 2022
Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts EMNLP 2022