| The Prompt is Mightier than the Example | May 24, 2025 | In-Context LearningSynthetic Data Generation | —Unverified | 0 |
| Unifying Attention Heads and Task Vectors via Hidden State Geometry in In-Context Learning | May 24, 2025 | In-Context Learning | —Unverified | 0 |
| Token Reduction Should Go Beyond Efficiency in Generative Models -- From Vision, Language to Multimodality | May 23, 2025 | In-Context LearningToken Reduction | CodeCode Available | 3 |
| Next-token pretraining implies in-context learning | May 23, 2025 | In-Context Learning | —Unverified | 0 |
| Boosting In-Context Learning in LLMs Through the Lens of Classical Supervised Learning | May 22, 2025 | In-Context Learning | —Unverified | 0 |
| An Empirical Study on Configuring In-Context Learning Demonstrations for Unleashing MLLMs' Sentimental Perception Capability | May 22, 2025 | In-Context LearningMultimodal Sentiment Analysis | —Unverified | 0 |
| Learning Beyond Limits: Multitask Learning and Synthetic Data for Low-Resource Canonical Morpheme Segmentation | May 22, 2025 | In-Context LearningSegmentation | —Unverified | 0 |
| Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence | May 22, 2025 | In-Context LearningMeta-Learning | —Unverified | 0 |
| MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning | May 22, 2025 | In-Context Learning | CodeCode Available | 0 |
| IRONIC: Coherence-Aware Reasoning Chains for Multi-Modal Sarcasm Detection | May 22, 2025 | In-Context LearningSarcasm Detection | CodeCode Available | 0 |
| Unsupervised Prompting for Graph Neural Networks | May 22, 2025 | In-Context Learning | —Unverified | 0 |
| In-Context Watermarks for Large Language Models | May 22, 2025 | In-Context LearningInstruction Following | —Unverified | 0 |
| Understanding Prompt Tuning and In-Context Learning via Meta-Learning | May 22, 2025 | In-Context LearningMeta-Learning | CodeCode Available | 0 |
| Any Large Language Model Can Be a Reliable Judge: Debiasing with a Reasoning-based Bias Detector | May 21, 2025 | Bias DetectionIn-Context Learning | —Unverified | 0 |
| Agentic Feature Augmentation: Unifying Selection and Generation with Teaming, Planning, and Memories | May 21, 2025 | Decision MakingFeature Engineering | —Unverified | 0 |
| The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation | May 21, 2025 | Answer GenerationIn-Context Learning | CodeCode Available | 1 |
| Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex | May 21, 2025 | In-Context LearningInductive Bias | —Unverified | 0 |
| Bridging Sign and Spoken Languages: Pseudo Gloss Generation for Sign Language Translation | May 21, 2025 | In-Context LearningLarge Language Model | —Unverified | 0 |
| Large Language Models as Computable Approximations to Solomonoff Induction | May 21, 2025 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization | May 20, 2025 | HallucinationIn-Context Learning | —Unverified | 0 |
| In-Context Learning Boosts Speech Recognition via Human-like Adaptation to Speakers and Language Varieties | May 20, 2025 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Out-of-Distribution Generalization of In-Context Learning: A Low-Dimensional Subspace Perspective | May 20, 2025 | In-Context LearningOut-of-Distribution Generalization | —Unverified | 0 |
| DSMentor: Enhancing Data Science Agents with Curriculum Learning and Online Knowledge Accumulation | May 20, 2025 | In-Context LearningInference Optimization | —Unverified | 0 |
| Adversarially Pretrained Transformers may be Universally Robust In-Context Learners | May 20, 2025 | In-Context Learning | CodeCode Available | 0 |
| Mechanistic Fine-tuning for In-context Learning | May 20, 2025 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| QA-prompting: Improving Summarization with Large Language Models using Question-Answering | May 20, 2025 | In-Context LearningQuestion Answering | CodeCode Available | 0 |
| Reasoning Models Better Express Their Confidence | May 20, 2025 | In-Context Learning | CodeCode Available | 1 |
| EmoGist: Efficient In-Context Learning for Visual Emotion Understanding | May 20, 2025 | Emotion ClassificationIn-Context Learning | —Unverified | 0 |
| Causal Head Gating: A Framework for Interpreting Roles of Attention Heads in Transformers | May 19, 2025 | In-Context LearningInstruction Following | —Unverified | 0 |
| AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database | May 19, 2025 | Data AugmentationIn-Context Learning | —Unverified | 0 |
| FinePhys: Fine-grained Human Action Generation by Explicitly Incorporating Physical Laws for Effective Skeletal Guidance | May 19, 2025 | Action GenerationHuman action generation | —Unverified | 0 |
| CIE: Controlling Language Model Text Generations Using Continuous Signals | May 19, 2025 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Improving LLM Outputs Against Jailbreak Attacks with Expert Model Integration | May 18, 2025 | In-Context Learning | —Unverified | 0 |
| Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning | May 18, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
| Relation Extraction or Pattern Matching? Unravelling the Generalisation Limits of Language Models for Biographical RE | May 18, 2025 | In-Context LearningRelation | CodeCode Available | 1 |
| Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training | May 18, 2025 | Contrastive LearningIn-Context Learning | CodeCode Available | 0 |
| Induction Head Toxicity Mechanistically Explains Repetition Curse in Large Language Models | May 17, 2025 | In-Context Learning | —Unverified | 0 |
| Do different prompting methods yield a common task representation in language models? | May 17, 2025 | In-Context Learning | —Unverified | 0 |
| Transformer learns the cross-task prior and regularization for in-context learning | May 17, 2025 | In-Context Learning | —Unverified | 0 |
| Transformers as Unsupervised Learning Algorithms: A study on Gaussian Mixtures | May 17, 2025 | In-Context Learning | CodeCode Available | 0 |
| Feasibility with Language Models for Open-World Compositional Zero-Shot Learning | May 16, 2025 | AttributeCompositional Zero-Shot Learning | —Unverified | 0 |
| When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs | May 16, 2025 | In-Context LearningInstruction Following | —Unverified | 0 |
| Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning | May 16, 2025 | In-Context LearningTime Series | —Unverified | 0 |
| Illusion or Algorithm? Investigating Memorization, Emergence, and Symbolic Processing in In-Context Learning | May 16, 2025 | In-Context LearningMemorization | CodeCode Available | 0 |
| PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization | May 15, 2025 | In-Context Learning | CodeCode Available | 1 |
| Predictability Shapes Adaptation: An Evolutionary Perspective on Modes of Learning in Transformers | May 14, 2025 | In-Context Learning | —Unverified | 0 |
| A Survey on Large Language Models in Multimodal Recommender Systems | May 14, 2025 | In-Context LearningMultimodal Recommendation | —Unverified | 0 |
| Towards Fair In-Context Learning with Tabular Foundation Models | May 14, 2025 | FairnessIn-Context Learning | CodeCode Available | 0 |
| Tests as Prompt: A Test-Driven-Development Benchmark for LLM Code Generation | May 13, 2025 | Code GenerationIn-Context Learning | —Unverified | 0 |
| Automated Meta Prompt Engineering for Alignment with the Theory of Mind | May 13, 2025 | ArticlesIn-Context Learning | —Unverified | 0 |