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In-Context Learning

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Showing 451–475 of 2297 papers

TitleStatusHype
More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives—0
A Soft Sensor Method with Uncertainty-Awareness and Self-Explanation Based on Large Language Models Enhanced by Domain Knowledge Retrieval—0
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2TextCode0
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoningCode1
Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models—0
ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning—0
Automated Self-Refinement and Self-Correction for LLM-based Product Attribute Value ExtractionCode0
Learning Spectral Methods by Transformers—0
ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot LearningCode1
Self-Evolving Visual Concept Library using Vision-Language Critics—0
On the Out-Of-Distribution Generalization of Large Multimodal Models—0
LoRA Recycle: Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAsCode1
Unified Medical Lesion Segmentation via Self-referring Indicator—0
ChatHuman: Chatting about 3D Humans with Tools—0
Column Property Annotation using Large Language ModelsCode1
Unraveling Indirect In-Context Learning Using Influence Functions—0
ICLR: In-Context Learning of Representations—0
Towards Neural No-Resource Language Translation: A Comparative Evaluation of Approaches—0
Controlling Out-of-Domain Gaps in LLMs for Genre Classification and Generated Text DetectionCode0
Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMsCode0
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data—0
Let the Fuzzy Rule Speak: Enhancing In-context Learning Debiasing with Interpretability—0
SILC-EFSA: Self-aware In-context Learning Correction for Entity-level Financial Sentiment AnalysisCode0
SketchFill: Sketch-Guided Code Generation for Imputing Derived Missing Values—0
TextMatch: Enhancing Image-Text Consistency Through Multimodal Optimization—0
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