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In-Context Learning

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Showing 2051–2100 of 2297 papers

TitleStatusHype
SILC-EFSA: Self-aware In-context Learning Correction for Entity-level Financial Sentiment AnalysisCode0
Universal pre-training by iterated random computationCode0
Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual GeneralizationCode0
Causal Intersectionality and Dual Form of Gradient Descent for Multimodal Analysis: a Case Study on Hateful MemesCode0
Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal ReasoningCode0
Towards Fair In-Context Learning with Tabular Foundation ModelsCode0
NICE: To Optimize In-Context Examples or Not?Code0
Are LLMs Reliable Translators of Logical Reasoning Across Lexically Diversified Contexts?Code0
NoisyICL: A Little Noise in Model Parameters Calibrates In-context LearningCode0
ICLEF: In-Context Learning with Expert Feedback for Explainable Style TransferCode0
From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language ModelsCode0
Humans and language models diverge when predicting repeating textCode0
Efficient course recommendations with T5-based ranking and summarizationCode0
Edinburgh Clinical NLP at SemEval-2024 Task 2: Fine-tune your model unless you have access to GPT-4Code0
EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context LearningCode0
Dynamic Demonstrations Controller for In-Context LearningCode0
Are Large Language Models Table-based Fact-Checkers?Code0
Sociocultural Norm Similarities and Differences via Situational Alignment and Explainable Textual EntailmentCode0
Human-in-the-loop Machine Translation with Large Language ModelCode0
Can Vision Language Models Learn from Visual Demonstrations of Ambiguous Spatial Reasoning?Code0
Dynamic Demonstration Retrieval and Cognitive Understanding for Emotional Support ConversationCode0
The dynamic interplay between in-context and in-weight learning in humans and neural networksCode0
In-Context Example Selection via Similarity Search Improves Low-Resource Machine TranslationCode0
Are Large Language Models State-of-the-art Quality Estimators for Machine Translation of User-generated Content?Code0
How to Unleash the Power of Large Language Models for Few-shot Relation Extraction?Code0
Can Small Language Models Learn, Unlearn, and Retain Noise Patterns?Code0
How to Determine the Preferred Image Distribution of a Black-Box Vision-Language Model?Code0
One-shot World Models Using a Transformer Trained on a Synthetic PriorCode0
Can Open-Source LLMs Compete with Commercial Models? Exploring the Few-Shot Performance of Current GPT Models in Biomedical TasksCode0
Unleashing the Creative Mind: Language Model As Hierarchical Policy For Improved Exploration on Challenging Problem SolvingCode0
What exactly has TabPFN learned to do?Code0
How FaR Are Large Language Models From Agents with Theory-of-Mind?Code0
DRAFT: Dense Retrieval Augmented Few-shot Topic classifier FrameworkCode0
AlignedCoT: Prompting Large Language Models via Native-Speaking DemonstrationsCode0
On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and CapabilityCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word ProblemCode0
On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic ChoicesCode0
On Subjective Uncertainty Quantification and Calibration in Natural Language GenerationCode0
On Task Performance and Model Calibration with Supervised and Self-Ensembled In-Context LearningCode0
XAMPLER: Learning to Retrieve Cross-Lingual In-Context ExamplesCode0
On the effective transfer of knowledge from English to Hindi WikipediaCode0
Speech Translation Refinement using Large Language ModelsCode0
SPICA: Retrieving Scenarios for Pluralistic In-Context AlignmentCode0
Do We Still Need Clinical Language Models?Code0
Anti-LM Decoding for Zero-shot In-context Machine TranslationCode0
How are Prompts Different in Terms of Sensitivity?Code0
BEAR: BGP Event Analysis and ReportingCode0
Bayes' Power for Explaining In-Context Learning GeneralizationsCode0
Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language ModelsCode0
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