| What Do Language Models Learn in Context? The Structured Task Hypothesis | Jun 6, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise | May 2, 2023 | counterfactualFew-Shot Learning | CodeCode Available | 1 |
| FSPO: Few-Shot Preference Optimization of Synthetic Preference Data in LLMs Elicits Effective Personalization to Real Users | Feb 26, 2025 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations | Oct 2, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| QUITO: Accelerating Long-Context Reasoning through Query-Guided Context Compression | Aug 1, 2024 | In-Context Learning | CodeCode Available | 1 |
| Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection | Oct 30, 2023 | Active LearningDiversity | CodeCode Available | 1 |
| Fine-tuning Large Language Models for Entity Matching | Sep 12, 2024 | Data IntegrationEntity Resolution | CodeCode Available | 1 |
| Dolphins: Multimodal Language Model for Driving | Dec 1, 2023 | Autonomous VehiclesIn-Context Learning | CodeCode Available | 1 |
| XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs | Nov 15, 2023 | Decision MakingDecoder | CodeCode Available | 1 |
| ARC: A Generalist Graph Anomaly Detector with In-Context Learning | May 27, 2024 | Anomaly DetectionARC | CodeCode Available | 1 |
| FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models | Nov 27, 2023 | Active LearningIn-Context Learning | CodeCode Available | 1 |
| Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Models | Oct 9, 2023 | In-Context LearningRAG | CodeCode Available | 1 |
| Fact-Checking Complex Claims with Program-Guided Reasoning | May 22, 2023 | Fact CheckingIn-Context Learning | CodeCode Available | 1 |
| ExPT: Synthetic Pretraining for Few-Shot Experimental Design | Oct 30, 2023 | Experimental DesignIn-Context Learning | CodeCode Available | 1 |
| Fast Prompt Alignment for Text-to-Image Generation | Dec 11, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 1 |
| Exploring Multimodal Challenges in Toxic Chinese Detection: Taxonomy, Benchmark, and Findings | May 30, 2025 | In-Context Learning | CodeCode Available | 1 |
| Exploring Effective Factors for Improving Visual In-Context Learning | Apr 10, 2023 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models | Aug 21, 2023 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| Does GPT-3 Generate Empathetic Dialogues? A Novel In-Context Example Selection Method and Automatic Evaluation Metric for Empathetic Dialogue Generation | Oct 1, 2022 | Dialogue GenerationIn-Context Learning | CodeCode Available | 1 |
| Dynamic In-context Learning with Conversational Models for Data Extraction and Materials Property Prediction | May 16, 2024 | In-Context LearningProperty Prediction | CodeCode Available | 1 |
| EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language Models | Apr 15, 2024 | In-Context LearningSynthetic Data Generation | CodeCode Available | 1 |
| Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation | May 26, 2023 | Domain GeneralizationIn-Context Learning | CodeCode Available | 1 |
| ArabLegalEval: A Multitask Benchmark for Assessing Arabic Legal Knowledge in Large Language Models | Aug 15, 2024 | In-Context LearningMMLU | CodeCode Available | 1 |
| Do Emergent Abilities Exist in Quantized Large Language Models: An Empirical Study | Jul 16, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Do Large Language Models Know What They Don't Know? | May 29, 2023 | In-Context Learning | CodeCode Available | 1 |
| Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models | Oct 8, 2023 | Claim VerificationDecision Making | CodeCode Available | 1 |
| Improving Planning with Large Language Models: A Modular Agentic Architecture | Sep 30, 2023 | In-Context LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning | Jan 6, 2025 | In-Context LearningMath | CodeCode Available | 1 |
| Explore In-Context Learning for 3D Point Cloud Understanding | Jun 14, 2023 | In-Context Learning | CodeCode Available | 1 |
| 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 |
| Evolutionary Prompt Design for LLM-Based Post-ASR Error Correction | Jul 23, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Fine-tuning Large Language Models for Adaptive Machine Translation | Dec 20, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| Boosting Theory-of-Mind Performance in Large Language Models via Prompting | Apr 22, 2023 | Common Sense ReasoningIn-Context Learning | CodeCode Available | 1 |
| DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer | Nov 27, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Evolving Prompts In-Context: An Open-ended, Self-replicating Perspective | Jun 22, 2025 | In-Context LearningLarge Language Model | CodeCode Available | 1 |
| Diverse Demonstrations Improve In-context Compositional Generalization | Dec 13, 2022 | In-Context LearningSemantic Parsing | CodeCode Available | 1 |
| A Dataset and Benchmark for Hospital Course Summarization with Adapted Large Language Models | Mar 8, 2024 | In-Context Learning | CodeCode Available | 1 |
| AICL: Action In-Context Learning for Video Diffusion Model | Mar 18, 2024 | Action GenerationIn-Context Learning | CodeCode Available | 1 |
| ExDDV: A New Dataset for Explainable Deepfake Detection in Video | Mar 18, 2025 | DeepFake DetectionExplainable Models | CodeCode Available | 1 |
| Are Emergent Abilities in Large Language Models just In-Context Learning? | Sep 4, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA | Nov 14, 2023 | In-Context LearningProgram Synthesis | CodeCode Available | 1 |
| Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Planner | Dec 24, 2024 | Autonomous DrivingDataset Generation | CodeCode Available | 1 |
| Exploring Diverse In-Context Configurations for Image Captioning | May 24, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| Few-shot In-context Learning for Knowledge Base Question Answering | May 2, 2023 | In-Context LearningKnowledge Base Question Answering | CodeCode Available | 1 |
| Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER | Oct 16, 2021 | Domain AdaptationFew-Shot Text Classification | CodeCode Available | 1 |
| Dual Operating Modes of In-Context Learning | Feb 29, 2024 | In-Context LearningRetrieval | CodeCode Available | 1 |
| A Closer Look at In-Context Learning under Distribution Shifts | May 26, 2023 | In-Context Learning | CodeCode Available | 1 |
| An Iterative Optimizing Framework for Radiology Report Summarization with ChatGPT | Apr 17, 2023 | In-Context Learning | CodeCode Available | 1 |
| Distributed Rule Vectors is A Key Mechanism in Large Language Models' In-Context Learning | Jun 23, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning | Sep 26, 2023 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
