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In-Context Learning

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Showing 1701–1750 of 2297 papers

TitleStatusHype
Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning—0
Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language ModelsCode1
Large Language Models are In-context Teachers for Knowledge Reasoning—0
Cappy: Outperforming and Boosting Large Multi-Task LMs with a Small ScorerCode1
ChatAnything: Facetime Chat with LLM-Enhanced Personas—0
LayoutPrompter: Awaken the Design Ability of Large Language ModelsCode2
From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL—0
In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space SteeringCode1
LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument ExtractionCode1
In-Context Learning for MIMO Equalization Using Transformer-Based Sequence ModelsCode0
Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation Extraction—0
Deep Natural Language Feature Learning for Interpretable PredictionCode0
LLM Augmented Hierarchical Agents—0
LooGLE: Can Long-Context Language Models Understand Long Contexts?Code1
Instruct Me More! Random Prompting for Visual In-Context LearningCode1
Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse FinetuningCode0
In-Context Exemplars as Clues to Retrieving from Large Associative Memory—0
SQLPrompt: In-Context Text-to-SQL with Minimal Labeled Data—0
Instructed Language Models with Retrievers Are Powerful Entity LinkersCode0
DAIL: Data Augmentation for In-Context Learning via Self-Paraphrase—0
Retrieval-Augmented Code Generation for Universal Information Extraction—0
Kinematic-aware Prompting for Generalizable Articulated Object Manipulation with LLMsCode1
In-Context Learning for Knowledge Base Question Answering for Unmanned Systems based on Large Language Models—0
ChEF: A Comprehensive Evaluation Framework for Standardized Assessment of Multimodal Large Language Models—0
Narrowing the Gap between Zero- and Few-shot Machine Translation by Matching Styles—0
COSMIC: Data Efficient Instruction-tuning For Speech In-Context Learning—0
Sentiment Analysis through LLM Negotiations—0
Hint-enhanced In-Context Learning wakes Large Language Models up for knowledge-intensive tasks—0
Pretraining Data Mixtures Enable Narrow Model Selection Capabilities in Transformer Models—0
Unleashing the Creative Mind: Language Model As Hierarchical Policy For Improved Exploration on Challenging Problem SolvingCode0
Crosslingual Retrieval Augmented In-context Learning for Bangla—0
Transformers are Provably Optimal In-context Estimators for Wireless CommunicationsCode0
The Mystery of In-Context Learning: A Comprehensive Survey on Interpretation and AnalysisCode1
ExPT: Synthetic Pretraining for Few-Shot Experimental DesignCode1
Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient SelectionCode1
When Do Prompting and Prefix-Tuning Work? A Theory of Capabilities and LimitationsCode0
Improving Input-label Mapping with Demonstration Replay for In-context Learning—0
GPT-4 Vision on Medical Image Classification -- A Case Study on COVID-19 Dataset—0
In-Context Learning Dynamics with Random Binary SequencesCode0
ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-ThoughtCode1
Deja Vu: Contextual Sparsity for Efficient LLMs at Inference TimeCode2
Transformers Learn to Achieve Second-Order Convergence Rates for In-Context Linear RegressionCode1
Learning Transfers over Several Programming Languages—0
CycleAlign: Iterative Distillation from Black-box LLM to White-box Models for Better Human Alignment—0
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense ReasoningCode0
POE: Process of Elimination for Multiple Choice ReasoningCode0
In-Context Learning Creates Task VectorsCode1
UI Layout Generation with LLMs Guided by UI Grammar—0
The Janus Interface: How Fine-Tuning in Large Language Models Amplifies the Privacy RisksCode0
TCRA-LLM: Token Compression Retrieval Augmented Large Language Model for Inference Cost Reduction—0
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