in-context learning

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression NAACL 2025 Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent AISTATS 2025 Cache-of-Thought: Master-Apprentice Framework for Cost-Effective Vision Language Model Reasoning EMNLP 2025 Can dependency parses facilitate generalization in language models? A case study of cross-lingual relation extraction NAACL 2025 Can Generative AI Solve Your In-Context Learning Problem? A Martingale Perspective ICLR 2025 Can In-context Learning Really Generalize to Out-of-distribution Tasks? ICLR 2025 Can Input Attributions Explain Inductive Reasoning in In-Context Learning? ACL 2025 Can Large Language Models Translate Spoken-Only Languages through International Phonetic Transcription? EMNLP 2025 Can LLMs Help Create Grammar?: Automating Grammar Creation for Endangered Languages with In-Context Learning COLING 2025 Can LLMs Help Uncover Insights about LLMs? A Large-Scale, Evolving Literature Analysis of Frontier LLMs ACL 2025 Can LLMs Interpret and Leverage Structured Linguistic Representations? A Case Study with AMRs ACL 2025 Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics EMNLP 2025 Can Many-Shot In-Context Learning Help LLMs as Evaluators? A Preliminary Empirical Study COLING 2025 Can Multimodal Large Language Models Truly Perform Multimodal In-Context Learning? WACV 2025 Can Transformers Learn Full Bayesian Inference in Context? ICML 2025 CAPE: Context-Aware Personality Evaluation Framework for Large Language Models EMNLP 2025 Capture the Key in Reasoning to Enhance CoT Distillation Generalization ACL 2025 Catch Me If You Can? Not Yet: LLMs Still Struggle to Imitate the Implicit Writing Styles of Everyday Authors EMNLP 2025 Causal-LLM: A Unified One-Shot Framework for Prompt- and Data-Driven Causal Graph Discovery EMNLP 2025 CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models EMNLP 2025 Chain-of-Focus Prompting: Leveraging Sequential Visual Cues to Prompt Large Autoregressive Vision Models ICLR 2025 Chain-of-Interactions: Multi-step Iterative ICL Framework for Abstractive Task-Oriented Dialogue Summarization of Conversational AI Interactions EMNLP 2025 Chain-of-Thought Provably Enables Learning the (Otherwise) Unlearnable ICLR 2025 CLL-RetICL: Contrastive Linguistic Label Retrieval-based In-Context Learning for Text Classification via Large Language Models IJCNLP 2025 Code-SPA: Style Preference Alignment to Large Language Models for Effective and Robust Code Debugging ACL 2025