In-Context Learning

Beyond Semantics: How Temporal Biases Shapes Retrieval in Transformer and State-Space Models EACL 2026 On the Role of Transformer Feed-Forward Layers in Nonlinear In-Context Learning ALT 2026 UNF-BMI at SemEval-2026 Task 3: Research Domain Criteria-Guided Large Language Models for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 ABDN-NLP at CoMeDi Shared Task: Predicting the Aggregated Human Judgment via Weighted Few-Shot Prompting COLING 2025 A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025 ADO: Automatic Data Optimization for Inputs in LLM Prompts ACL 2025 Agentic AI for Digital Twin AAAI 2025 AI Conversational Interviewing: Transforming Surveys with LLMs as Adaptive Interviewers NAACL 2025 AIR: Complex Instruction Generation via Automatic Iterative Refinement EMNLP 2025 A Low-Shot Prompting Approach to Lemmatization in the EvaCun 2025 Shared Task NAACL 2025 An Analysis of the Impact of Problem Paraphrasing on LLM-Based Mathematical Problem Solving IJCNLP 2025 An Empirical Study on Strong-Weak Model Collaboration for Repo-level Code Generation EMNLP 2025 A Scalable Pipeline for Estimating Verb Frame Frequencies Using Large Language Models IJCNLP 2025 Assay2Mol: Large Language Model-based Drug Design Using BioAssay Context EMNLP 2025 Assessing the Limits of In-Context Learning beyond Functions using Partially Ordered Relation IJCNLP 2025 A Survey to Recent Progress Towards Understanding In-Context Learning NAACL 2025 A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration AISTATS 2025 A Theory of Response Sampling in LLMs: Part Descriptive and Part Prescriptive ACL 2025 Autoformalization in the Wild: Assessing LLMs on Real-World Mathematical Definitions EMNLP 2025 Automating Alternative Generation in Decision-Making EMNLP 2025 Balanced Multi-Factor In-Context Learning for Multilingual Large Language Models EMNLP 2025 Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025 CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models EMNLP 2025 Character is Destiny: Can Persona-assigned Language Models Make Personal Choices? EMNLP 2025 CogStack-KCL-UCL at ArchEHR-QA 2025: Investigating Hybrid LLM Approaches for Grounded Clinical Question Answering ACL 2025