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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 LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024
How to Configure Good In-Context Sequence for Visual Question Answering CVPR 2024
In-Context Learning of a Linear Transformer Block: Benefits of the MLP Component and One-Step GD Initialization NIPS 2024
Rule Extrapolation in Language Modeling: A Study of Compositional Generalization on OOD Prompts NIPS 2024
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning NIPS 2024
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning NIPS 2024
BERTs are Generative In-Context Learners NIPS 2024
Linking In-context Learning in Transformers to Human Episodic Memory NIPS 2024
LIVE: Learnable In-Context Vector for Visual Question Answering NIPS 2024
Stress-Testing Long-Context Language Models with Lifelong ICL and Task Haystack NIPS 2024
On Scaling Up a Multilingual Vision and Language Model CVPR 2024
Towards More Unified In-context Visual Understanding CVPR 2024
In-Context Matting CVPR 2024
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts CVPR 2024
CoDi-2: In-Context Interleaved and Interactive Any-to-Any Generation CVPR 2024
Generative Multimodal Models are In-Context Learners CVPR 2024
On the Noise Robustness of In-Context Learning for Text Generation NIPS 2024
Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought NIPS 2024
Artificial Generational Intelligence: Cultural Accumulation in Reinforcement Learning NIPS 2024
IDGen: Item Discrimination Induced Prompt Generation for LLM Evaluation NIPS 2024
Would I Lie To You? Inference Time Alignment of Language Models using Direct Preference Heads NIPS 2024
VELMA: Verbalization Embodiment of LLM Agents for Vision and Language Navigation in Street View AAAI 2024
ExpeL: LLM Agents Are Experiential Learners AAAI 2024
OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated Examples AAAI 2024
Where It Really Matters: Few-Shot Environmental Conservation Media Monitoring for Low-Resource Languages AAAI 2024