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In-Context Learning

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TitleStatusHype
Automated Self-Refinement and Self-Correction for LLM-based Product Attribute Value ExtractionCode0
Unraveling Indirect In-Context Learning Using Influence Functions—0
Self-Evolving Visual Concept Library using Vision-Language Critics—0
Unified Medical Lesion Segmentation via Self-referring Indicator—0
On the Out-Of-Distribution Generalization of Large Multimodal Models—0
ChatHuman: Chatting about 3D Humans with Tools—0
ICLR: In-Context Learning of Representations—0
Controlling Out-of-Domain Gaps in LLMs for Genre Classification and Generated Text DetectionCode0
Towards Neural No-Resource Language Translation: A Comparative Evaluation of Approaches—0
Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMsCode0
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data—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
Let the Fuzzy Rule Speak: Enhancing In-context Learning Debiasing with Interpretability—0
TextMatch: Enhancing Image-Text Consistency Through Multimodal Optimization—0
The Power of Adaptation: Boosting In-Context Learning through Adaptive Prompting—0
Revisiting In-Context Learning with Long Context Language Models—0
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-TreesCode0
In-context Continual Learning Assisted by an External Continual LearnerCode0
Can Input Attributions Interpret the Inductive Reasoning Process Elicited in In-Context Learning?—0
Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification—0
Conceptual In-Context Learning and Chain of Concepts: Solving Complex Conceptual Problems Using Large Language Models—0
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
Jailbreaking? One Step Is Enough!—0
In-Context Learning Distillation for Efficient Few-Shot Fine-Tuning—0
Solid-SQL: Enhanced Schema-linking based In-context Learning for Robust Text-to-SQL—0
In-context learning for medical image segmentation—0
Advancing Comprehensive Aesthetic Insight with Multi-Scale Text-Guided Self-Supervised Learning—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
ColorFlow: Retrieval-Augmented Image Sequence Colorization—0
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-SteeringCode0
PICLe: Pseudo-Annotations for In-Context Learning in Low-Resource Named Entity DetectionCode0
PunchBench: Benchmarking MLLMs in Multimodal Punchline Comprehension—0
Emergence of Abstractions: Concept Encoding and Decoding Mechanism for In-Context Learning in Transformers—0
Can LLMs Help Create Grammar?: Automating Grammar Creation for Endangered Languages with In-Context Learning—0
No Free Lunch for Defending Against Prefilling Attack by In-Context Learning—0
Geo-LLaVA: A Large Multi-Modal Model for Solving Geometry Math Problems with Meta In-Context Learning—0
Align, Generate, Learn: A Novel Closed-Loop Framework for Cross-Lingual In-Context Learning—0
Multilingual LLMs Inherently Reward In-Language Time-Sensitive Semantic Alignment for Low-Resource LanguagesCode0
Using Large Language Models for Parametric Shape Optimization—0
Federated In-Context LLM Agent Learning—0
In-Context Learning with Topological Information for Knowledge Graph Completion—0
DRUM: Learning Demonstration Retriever for Large MUlti-modal Models—0
A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension—0
Can Generative AI Solve Your In-Context Learning Problem? A Martingale Perspective—0
On the effective transfer of knowledge from English to Hindi WikipediaCode0
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks—0
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