| 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 |
