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In-Context Learning

336 directly classified papers

Papers per year

Papers

Many-Shot In-Context Learning NIPS 2024
Pretrained Transformer Efficiently Learns Low-Dimensional Target Functions In-Context NIPS 2024
Mixture of In-Context Experts Enhance LLMs' Long Context Awareness NIPS 2024
Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models NIPS 2024
In-Context Learning with Representations: Contextual Generalization of Trained Transformers NIPS 2024
Mixture of Demonstrations for In-Context Learning NIPS 2024
What In-Context Learning “Learns” In-Context: Disentangling Task Recognition and Task Learning ACL 2023
DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction NIPS 2023
The Learnability of In-Context Learning NIPS 2023
Supervised Pretraining Can Learn In-Context Reinforcement 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
ExPT: Synthetic Pretraining for Few-Shot Experimental Design NIPS 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings NIPS 2023
Structured State Space Models for In-Context Reinforcement Learning NIPS 2023
Diverse Demonstrations Improve In-context Compositional Generalization ACL 2023
FiD-ICL: A Fusion-in-Decoder Approach for Efficient In-Context Learning ACL 2023
Data Curation Alone Can Stabilize In-context Learning ACL 2023
Multi-Row, Multi-Span Distant Supervision For Table+Text Question Answering ACL 2023
Query Refinement Prompts for Closed-Book Long-Form QA ACL 2023
Multilingual LLMs are Better Cross-lingual In-context Learners with Alignment ACL 2023
Reasoning with Language Model Prompting: A Survey ACL 2023
Making Language Models Better Reasoners with Step-Aware Verifier ACL 2023
Improving Formality-Sensitive Machine Translation Using Data-Centric Approaches and Prompt Engineering ACL 2023
SummQA at MEDIQA-Chat 2023: In-Context Learning with GPT-4 for Medical Summarization ACL 2023