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In-Context Learning

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Showing 2201–2250 of 2297 papers

TitleStatusHype
XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic ParsingCode0
Deep Natural Language Feature Learning for Interpretable PredictionCode0
Deeper Insights Without Updates: The Power of In-Context Learning Over Fine-TuningCode0
TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data GenerationCode0
Transformers as Unsupervised Learning Algorithms: A study on Gaussian MixturesCode0
Deconstructing In-Context Learning: Understanding Prompts via CorruptionCode0
Generation and De-Identification of Indian Clinical Discharge Summaries using LLMsCode0
Prompted Aspect Key Point Analysis for Quantitative Review SummarizationCode0
Can a Large Language Model Learn Matrix Functions In Context?Code0
Calibrating LLM-Based EvaluatorCode0
Generating bilingual example sentences with large language models as lexicography assistantsCode0
A Benchmark and Robustness Study of In-Context-Learning with Large Language Models in Music Entity DetectionCode0
Auto-ICL: In-Context Learning without Human SupervisionCode0
Does In-Context Learning Really Learn? Rethinking How Large Language Models Respond and Solve Tasks via In-Context LearningCode0
Take Off the Training Wheels Progressive In-Context Learning for Effective AlignmentCode0
General-Purpose In-Context Learning by Meta-Learning TransformersCode0
Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of ExemplarsCode0
When Do Prompting and Prefix-Tuning Work? A Theory of Capabilities and LimitationsCode0
TALEC: Teach Your LLM to Evaluate in Specific Domain with In-house Criteria by Criteria Division and Zero-shot Plus Few-shotCode0
Prompt Space Optimizing Few-shot Reasoning Success with Large Language ModelsCode0
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language ModelsCode0
G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language ModelsCode0
From Natural Language to Extensive-Form Game RepresentationsCode0
Deciphering Political Entity Sentiment in News with Large Language Models: Zero-Shot and Few-Shot StrategiesCode0
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive GrammarsCode0
Prototypical Calibration for Few-shot Learning of Language ModelsCode0
From Markov to Laplace: How Mamba In-Context Learns Markov ChainsCode0
Provable Benefits of Task-Specific Prompts for In-context LearningCode0
CACER: Clinical Concept Annotations for Cancer Events and RelationsCode0
In-Context Learning of Linear Systems: Generalization Theory and Applications to Operator LearningCode0
CAAP: Context-Aware Action Planning Prompting to Solve Computer Tasks with Front-End UI OnlyCode0
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense ReasoningCode0
AIstorian lets AI be a historian: A KG-powered multi-agent system for accurate biography generationCode0
TaskComplexity: A Dataset for Task Complexity Classification with In-Context Learning, FLAN-T5 and GPT-4o BenchmarksCode0
Task Diversity Shortens the ICL PlateauCode0
QA-prompting: Improving Summarization with Large Language Models using Question-AnsweringCode0
AutoHint: Automatic Prompt Optimization with Hint GenerationCode0
When Parts Are Greater Than Sums: Individual LLM Components Can Outperform Full ModelsCode0
Quantifying Semantic Emergence in Language ModelsCode0
DAWN-ICL: Strategic Planning of Problem-solving Trajectories for Zero-Shot In-Context LearningCode0
Building Accurate Translation-Tailored LLMs with Language Aware Instruction TuningCode0
Increasing Probability Mass on Answer Choices Does Not Always Improve AccuracyCode0
From Chaos to Clarity: Claim Normalization to Empower Fact-CheckingCode0
RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning based on Emotional InformationCode0
Frog Soup: Zero-Shot, In-Context, and Sample-Efficient Frogger AgentsCode0
Counterfactual reasoning: an analysis of in-context emergenceCode0
Building 3D In-Context Learning Universal Model in NeuroimagingCode0
RARe: Retrieval Augmented Retrieval with In-Context ExamplesCode0
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge GraphsCode0
RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language ModelsCode0
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