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In-Context Learning

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Showing 451–500 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
Automated Self-Refinement and Self-Correction for LLM-based Product Attribute Value ExtractionCode0
ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning—0
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
Unified Medical Lesion Segmentation via Self-referring Indicator—0
LoRA Recycle: Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAsCode1
ChatHuman: Chatting about 3D Humans with Tools—0
On the Out-Of-Distribution Generalization of Large Multimodal Models—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
SketchFill: Sketch-Guided Code Generation for Imputing Derived Missing Values—0
SILC-EFSA: Self-aware In-context Learning Correction for Entity-level Financial Sentiment AnalysisCode0
TextMatch: Enhancing Image-Text Consistency Through Multimodal Optimization—0
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
The Power of Adaptation: Boosting In-Context Learning through Adaptive Prompting—0
Revisiting In-Context Learning with Long Context Language Models—0
SAIL: Sample-Centric In-Context Learning for Document Information ExtractionCode1
PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware MaskCode3
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-TreesCode0
Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification—0
Can Input Attributions Interpret the Inductive Reasoning Process Elicited in In-Context Learning?—0
In-context Continual Learning Assisted by an External Continual LearnerCode0
Conceptual In-Context Learning and Chain of Concepts: Solving Complex Conceptual Problems Using Large Language Models—0
DS^2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment AnalysisCode1
LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context MultitasksCode5
Associative memory inspires improvements for in-context learning using a novel attention residual stream architectureCode0
Relational Programming with Foundation Models—0
LIFT: Improving Long Context Understanding Through Long Input Fine-Tuning—0
In-Context Learning Distillation for Efficient Few-Shot Fine-Tuning—0
In-context learning for medical image segmentation—0
Solid-SQL: Enhanced Schema-linking based In-context Learning for Robust Text-to-SQL—0
Jailbreaking? One Step Is Enough!—0
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-SteeringCode0
Emergence of Abstractions: Concept Encoding and Decoding Mechanism for In-Context Learning in Transformers—0
A Benchmark and Robustness Study of In-Context-Learning with Large Language Models in Music Entity DetectionCode0
Understanding Knowledge Hijack Mechanism in In-context Learning through Associative Memory—0
Advancing Comprehensive Aesthetic Insight with Multi-Scale Text-Guided Self-Supervised Learning—0
PunchBench: Benchmarking MLLMs in Multimodal Punchline Comprehension—0
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