| C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing | Apr 10, 2025 | In-Context LearningMixture-of-Experts | CodeCode Available | 1 | 5 |
| ByteSized32: A Corpus and Challenge Task for Generating Task-Specific World Models Expressed as Text Games | May 24, 2023 | Code GenerationCommon Sense Reasoning | CodeCode Available | 1 | 5 |
| AICL: Action In-Context Learning for Video Diffusion Model | Mar 18, 2024 | Action GenerationIn-Context Learning | CodeCode Available | 1 | 5 |
| Revealing the Parallel Multilingual Learning within Large Language Models | Mar 14, 2024 | In-Context Learning | CodeCode Available | 1 | 5 |
| An Explanation of In-context Learning as Implicit Bayesian Inference | Nov 3, 2021 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| In-Context Learning Creates Task Vectors | Oct 24, 2023 | In-Context Learning | CodeCode Available | 1 | 5 |
| Benchmarking Cognitive Biases in Large Language Models as Evaluators | Sep 29, 2023 | BenchmarkingIn-Context Learning | CodeCode Available | 1 | 5 |
| In-Context Learning Demonstration Selection via Influence Analysis | Feb 19, 2024 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| In-Context Learning for Few-Shot Dialogue State Tracking | Mar 16, 2022 | Dialogue State TrackingFew-Shot Learning | CodeCode Available | 1 | 5 |
| Dynamic In-context Learning with Conversational Models for Data Extraction and Materials Property Prediction | May 16, 2024 | In-Context LearningProperty Prediction | CodeCode Available | 1 | 5 |
| DS^2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis | Dec 19, 2024 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 | 5 |
| Are Large Language Models Good Statisticians? | Jun 12, 2024 | In-Context Learning | CodeCode Available | 1 | 5 |
| Dual Operating Modes of In-Context Learning | Feb 29, 2024 | In-Context LearningRetrieval | CodeCode Available | 1 | 5 |
| E-InMeMo: Enhanced Prompting for Visual In-Context Learning | Apr 25, 2025 | Foreground SegmentationIn-Context Learning | CodeCode Available | 1 | 5 |
| A Closer Look at In-Context Learning under Distribution Shifts | May 26, 2023 | In-Context Learning | CodeCode Available | 1 | 5 |
| Taken out of context: On measuring situational awareness in LLMs | Sep 1, 2023 | Data AugmentationIn-Context Learning | CodeCode Available | 1 | 5 |
| In-Context Learning State Vector with Inner and Momentum Optimization | Apr 17, 2024 | In-Context LearningTest-time Adaptation | CodeCode Available | 1 | 5 |
| Teaching Large Language Models an Unseen Language on the Fly | Feb 29, 2024 | DiversityIn-Context Learning | CodeCode Available | 1 | 5 |
| In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models | Sep 23, 2024 | In-Context Learning | CodeCode Available | 1 | 5 |
| DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4 | Mar 20, 2023 | BenchmarkingDe-identification | CodeCode Available | 1 | 5 |
| DQ-LoRe: Dual Queries with Low Rank Approximation Re-ranking for In-Context Learning | Oct 4, 2023 | Dimensionality ReductionIn-Context Learning | CodeCode Available | 1 | 5 |
| In-context Pretraining: Language Modeling Beyond Document Boundaries | Oct 16, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| BERTs are Generative In-Context Learners | Jun 7, 2024 | In-Context Learning | CodeCode Available | 1 | 5 |
| Are Human-generated Demonstrations Necessary for In-context Learning? | Sep 26, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| Large Language Models are few(1)-shot Table Reasoners | Oct 13, 2022 | Fact VerificationIn-Context Learning | CodeCode Available | 1 | 5 |
| Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning | Jan 27, 2023 | Few-Shot LearningGSM8K | CodeCode Available | 1 | 5 |
| PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning | May 3, 2024 | Bayesian InferenceIn-Context Learning | CodeCode Available | 1 | 5 |
| In-Context Learning with Many Demonstration Examples | Feb 9, 2023 | 16k8k | CodeCode Available | 1 | 5 |
| LIVE: Learnable In-Context Vector for Visual Question Answering | Jun 19, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 | 5 |
| Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA | Nov 14, 2023 | In-Context LearningProgram Synthesis | CodeCode Available | 1 | 5 |
| kNN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference | Mar 24, 2023 | In-Context Learning | CodeCode Available | 1 | 5 |
| The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning | May 6, 2022 | In-Context LearningLanguage Modelling | CodeCode Available | 1 | 5 |
| BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression | Oct 20, 2024 | In-Context LearningLong-Context Understanding | CodeCode Available | 1 | 5 |
| Are Emergent Abilities in Large Language Models just In-Context Learning? | Sep 4, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 | 5 |
| Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments | Dec 19, 2022 | In-Context LearningKnowledge Base Question Answering | CodeCode Available | 1 | 5 |
| Dolphins: Multimodal Language Model for Driving | Dec 1, 2023 | Autonomous VehiclesIn-Context Learning | CodeCode Available | 1 | 5 |
| Do Large Language Models Know What They Don't Know? | May 29, 2023 | In-Context Learning | CodeCode Available | 1 | 5 |
| QUITO: Accelerating Long-Context Reasoning through Query-Guided Context Compression | Aug 1, 2024 | In-Context Learning | CodeCode Available | 1 | 5 |
| Bio-xLSTM: Generative modeling, representation and in-context learning of biological and chemical sequences | Nov 6, 2024 | Drug DiscoveryIn-Context Learning | CodeCode Available | 1 | 5 |
| DIALIGHT: Lightweight Multilingual Development and Evaluation of Task-Oriented Dialogue Systems with Large Language Models | Jan 4, 2024 | In-Context LearningTask-Oriented Dialogue Systems | CodeCode Available | 1 | 5 |
| Interpretable Machine Learning for TabPFN | Mar 16, 2024 | Data ValuationIn-Context Learning | CodeCode Available | 1 | 5 |
| Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning | Oct 9, 2024 | In-Context LearningNetwork Pruning | CodeCode Available | 1 | 5 |
| Label-Guided In-Context Learning for Named Entity Recognition | May 29, 2025 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Towards In-context Scene Understanding | Jun 2, 2023 | Depth EstimationIn-Context Learning | CodeCode Available | 1 | 5 |
| Is In-Context Learning Sufficient for Instruction Following in LLMs? | May 30, 2024 | In-Context LearningInstruction Following | CodeCode Available | 1 | 5 |
| ARC: A Generalist Graph Anomaly Detector with In-Context Learning | May 27, 2024 | Anomaly DetectionARC | CodeCode Available | 1 | 5 |
| Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning | Aug 23, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| DiLM: Distilling Dataset into Language Model for Text-level Dataset Distillation | Mar 30, 2024 | Dataset DistillationIn-Context Learning | CodeCode Available | 1 | 5 |
| Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning | May 23, 2023 | In-Context Learning | CodeCode Available | 1 | 5 |
| Language Modeling Is Compression | Sep 19, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
