in-context learning

The Silent Amplifier: In-Context Examples Fuel Bias in Large Language Models AAAI 2026 Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm CVPR 2026 Think in Sentences: Explicit Sentence Boundaries Enhance Language Model’s Capabilities ACL 2026 Think Wise, Collaborate Effectively: A Rationale-Aware LLM-Based Recommender with Reinforcement Learning from Collaborative Signals AAAI 2026 Tonal Salience in Cognitive Decline: In-Context MCI Detection with Multimodal LLMs ACL 2026 To Think or Not to Think: The Hidden Cost of Meta-Training with Excessive CoT Examples ACL 2026 Toward Robust In-Context Learning: Leveraging Out-of-distribution Proxies for Target Inaccessible Demonstration Retrieval ACL 2026 Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization ACL 2026 Towards Understanding In-Context Learning of Transformers Under Non-I.I.D. Scenarios AAAI 2026 Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection ACL 2026 UNF-BMI at SemEval-2026 Task 3: Research Domain Criteria-Guided Large Language Models for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation CVPR 2026 Unveiling Causal Calibration: How LLM Scale Influences Statistical Information Interpolation CLeaR 2026 Unveiling the Limits of Large Language Models in Inferring Pragmatic Meaning from Non-Verbal Responses ACL 2026 Verbalizing LLM’s Higher-order Uncertainty via Imprecise Probabilities UAI 2026 WEAVE: Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation CVPR 2026 What Makes Good Instruction-Tuning Data? An In-Context Learning Perspective ACL 2026 Where and What Matters: Sensitivity-Aware Task Vectors for Many-Shot Multimodal In-Context Learning AAAI 2026 Where do LLMs currently stand on biomedical NER in both clean and noisy settings ? EACL 2026 YNU-HPCC at SemEval-2026 Task 1: Constraint-Aware In-Context Learning for Multilingual Humor Generation SemEval 2026 A Benchmark and Robustness Study of In-Context-Learning with Large Language Models in Music Entity Detection COLING 2025 Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches EMNLP 2025 A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025 AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025 Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models AAAI 2025