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In-Context Learning

419 directly classified papers

Papers per year

Papers

RiOT: Efficient Prompt Refinement with Residual Optimization Tree ACL 2025
Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025
On Many-Shot In-Context Learning for Long-Context Evaluation ACL 2025
Delta-KNN: Improving Demonstration Selection in In-Context Learning for Alzheimer’s Disease Detection ACL 2025
Mixtures of In-Context Learners ACL 2025
GrammaMT: Improving Machine Translation with Grammar-Informed In-Context Learning ACL 2025
A Theory of Response Sampling in LLMs: Part Descriptive and Part Prescriptive ACL 2025
Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025
ADO: Automatic Data Optimization for Inputs in LLM Prompts ACL 2025
Exploring In-context Example Generation for Machine Translation ACL 2025
Revisiting In-Context Learning with Long Context Language Models ACL 2025
LLMs Protégés: Tutoring LLMs with Knowledge Gaps Improves Student Learning Outcome ACL 2025
LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025
Improving In-context Learning Example Retrieval for Classroom Discussion Assessment with Re-ranking and Label Ratio Regulation ACL 2025
CogStack-KCL-UCL at ArchEHR-QA 2025: Investigating Hybrid LLM Approaches for Grounded Clinical Question Answering ACL 2025
Multilabel Classification of Persuasion Techniques with self-improving LLM agent: SlavicNLP 2025 Shared Task ACL 2025
OldJoe at AVeriTeC: In-context learning for fact-checking ACL 2025
Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025
Modeling the One-to-Many Property in Open-Domain Dialogue with LLMs ACL 2025
Prompt, Translate, Fine-Tune, Re-Initialize, or Instruction-Tune? Adapting LLMs for In-Context Learning in Low-Resource Languages ACL 2025
Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025
LLM Dependency Parsing with In-Context Rules ACL 2025
Leveraging External Knowledge Bases: Analyzing Presentation Methods and Their Impact on Model Performance NAACL 2025
MNLP at PerAnsSumm: A Classifier-Refiner Architecture for Improving the Classification of Consumer Health User Responses NAACL 2025
Assay2Mol: Large Language Model-based Drug Design Using BioAssay Context EMNLP 2025