| GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration | Apr 23, 2024 | Collaborative InferenceIn-Context Learning | CodeCode Available | 2 |
| Point-In-Context: Understanding Point Cloud via In-Context Learning | Apr 18, 2024 | In-Context Learning | CodeCode Available | 2 |
| LLoCO: Learning Long Contexts Offline | Apr 11, 2024 | 4kIn-Context Learning | CodeCode Available | 2 |
| VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning | Mar 19, 2024 | BenchmarkingImage Captioning | CodeCode Available | 2 |
| Borrowing Treasures from Neighbors: In-Context Learning for Multimodal Learning with Missing Modalities and Data Scarcity | Mar 14, 2024 | In-Context Learning | CodeCode Available | 2 |
| PET-SQL: A Prompt-Enhanced Two-Round Refinement of Text-to-SQL with Cross-consistency | Mar 13, 2024 | In-Context LearningText to SQL | CodeCode Available | 2 |
| LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error | Mar 7, 2024 | Continual LearningIn-Context Learning | CodeCode Available | 2 |
| Large Language Models are In-Context Molecule Learners | Mar 7, 2024 | Cross-Modal RetrievalIn-Context Learning | CodeCode Available | 2 |
| Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation | Feb 28, 2024 | Code GenerationIn-Context Learning | CodeCode Available | 2 |
| ProtLLM: An Interleaved Protein-Language LLM with Protein-as-Word Pre-Training | Feb 28, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| Long-Context Language Modeling with Parallel Context Encoding | Feb 26, 2024 | In-Context LearningInstruction Following | CodeCode Available | 2 |
| DrAttack: Prompt Decomposition and Reconstruction Makes Powerful LLM Jailbreakers | Feb 25, 2024 | In-Context LearningSafety Alignment | CodeCode Available | 2 |
| Linear Transformers with Learnable Kernel Functions are Better In-Context Models | Feb 16, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model | Feb 16, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Can LLMs Learn New Concepts Incrementally without Forgetting? | Feb 13, 2024 | In-Context LearningIncremental Learning | CodeCode Available | 2 |
| How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning | Feb 5, 2024 | In-Context LearningMetric Learning | CodeCode Available | 2 |
| KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion | Feb 4, 2024 | In-Context LearningKnowledge Graph Completion | CodeCode Available | 2 |
| Tyche: Stochastic In-Context Learning for Medical Image Segmentation | Jan 24, 2024 | Image SegmentationIn-Context Learning | CodeCode Available | 2 |
| In-Context Language Learning: Architectures and Algorithms | Jan 23, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding | Jan 9, 2024 | Fact VerificationIn-Context Learning | CodeCode Available | 2 |
| Grimoire is All You Need for Enhancing Large Language Models | Jan 7, 2024 | AllIn-Context Learning | CodeCode Available | 2 |
| Overview of the PromptCBLUE Shared Task in CHIP2023 | Dec 29, 2023 | In-Context Learning | CodeCode Available | 2 |
| On Meta-Prompting | Dec 11, 2023 | In-Context Learning | CodeCode Available | 2 |
| The Unlocking Spell on Base LLMs: Rethinking Alignment via In-Context Learning | Dec 4, 2023 | In-Context Learning | CodeCode Available | 2 |
| SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models | Nov 16, 2023 | Conversational SearchIn-Context Learning | CodeCode Available | 2 |
| LayoutPrompter: Awaken the Design Ability of Large Language Models | Nov 11, 2023 | In-Context LearningLayout Generation | CodeCode Available | 2 |
| Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time | Oct 26, 2023 | In-Context Learning | CodeCode Available | 2 |
| LLMs as Hackers: Autonomous Linux Privilege Escalation Attacks | Oct 17, 2023 | In-Context Learning | CodeCode Available | 2 |
| Making Large Language Models Perform Better in Knowledge Graph Completion | Oct 10, 2023 | In-Context LearningKnowledge Graph Completion | CodeCode Available | 2 |
| Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models | Oct 6, 2023 | Code GenerationDecision Making | CodeCode Available | 2 |
| One for All: Towards Training One Graph Model for All Classification Tasks | Sep 29, 2023 | AllGraph Classification | CodeCode Available | 2 |
| MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning | Sep 14, 2023 | HallucinationIn-Context Learning | CodeCode Available | 2 |
| LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition | Jul 25, 2023 | In-Context Learning | CodeCode Available | 2 |
| HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution | Jun 27, 2023 | 4kIn-Context Learning | CodeCode Available | 2 |
| MedFMC: A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification | Jun 16, 2023 | Diabetic Retinopathy Gradingimage-classification | CodeCode Available | 2 |
| Improving CLIP Training with Language Rewrites | May 31, 2023 | In-Context LearningSentence | CodeCode Available | 2 |
| Adapting Language Models to Compress Contexts | May 24, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| ExpertPrompting: Instructing Large Language Models to be Distinguished Experts | May 24, 2023 | In-Context LearningInstruction Following | CodeCode Available | 2 |
| ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings | May 19, 2023 | In-Context LearningQuestion Answering | CodeCode Available | 2 |
| Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback | May 17, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| In-Context Learning Unlocked for Diffusion Models | May 1, 2023 | In-Context Learningtext-guided-image-editing | CodeCode Available | 2 |
| TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation | Apr 30, 2023 | Domain GeneralizationIn-Context Learning | CodeCode Available | 2 |
| DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction | Apr 21, 2023 | In-Context LearningText to SQL | CodeCode Available | 2 |
| GeneGPT: Augmenting Large Language Models with Domain Tools for Improved Access to Biomedical Information | Apr 19, 2023 | In-Context LearningRetrieval | CodeCode Available | 2 |
| NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers | Apr 18, 2023 | In-Context LearningSpeech Synthesis | CodeCode Available | 2 |
| Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT | Apr 10, 2023 | Community DetectionGraph Classification | CodeCode Available | 2 |
| Towards Interpretable Mental Health Analysis with Large Language Models | Apr 6, 2023 | Causal Emotion EntailmentEmotion Recognition | CodeCode Available | 2 |
| OpenICL: An Open-Source Framework for In-context Learning | Mar 6, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| Language Model Crossover: Variation through Few-Shot Prompting | Feb 23, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| Grounding Language Models to Images for Multimodal Inputs and Outputs | Jan 31, 2023 | Image RetrievalIn-Context Learning | CodeCode Available | 2 |