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In-Context Learning

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TitleStatusHype
Linear Transformers with Learnable Kernel Functions are Better In-Context ModelsCode2
Optimus-1: Hybrid Multimodal Memory Empowered Agents Excel in Long-Horizon TasksCode2
Linearizing Large Language ModelsCode2
Long-Context Language Modeling with Parallel Context EncodingCode2
Large Language Models are In-Context Molecule LearnersCode2
PropertyGPT: LLM-driven Formal Verification of Smart Contracts through Retrieval-Augmented Property GenerationCode2
A Controlled Study on Long Context Extension and Generalization in LLMsCode2
LayoutPrompter: Awaken the Design Ability of Large Language ModelsCode2
Deja Vu: Contextual Sparsity for Efficient LLMs at Inference TimeCode2
Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL GenerationCode2
DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-CorrectionCode2
Let's Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Multi-modal Text RecognitionCode2
Sibyl: Simple yet Effective Agent Framework for Complex Real-world ReasoningCode2
KV Shifting Attention Enhances Language ModelingCode2
Knowledge Circuits in Pretrained TransformersCode2
SpreadsheetLLM: Encoding Spreadsheets for Large Language ModelsCode2
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language ModelsCode2
TabDPT: Scaling Tabular Foundation ModelsCode2
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph CompletionCode2
Language Model Crossover: Variation through Few-Shot PromptingCode2
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool EmbeddingsCode2
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-OptimizationCode2
ConTextTab: A Semantics-Aware Tabular In-Context LearnerCode2
Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented GenerationCode2
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized RationalesCode2
VL-ICL Bench: The Devil in the Details of Multimodal In-Context LearningCode2
JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMsCode2
In-Context Learning Unlocked for Diffusion ModelsCode2
Improving Language Model Negotiation with Self-Play and In-Context Learning from AI FeedbackCode2
Can LLMs Learn New Concepts Incrementally without Forgetting?Code2
In-Context Editing: Learning Knowledge from Self-Induced DistributionsCode2
Just read twice: closing the recall gap for recurrent language modelsCode2
Grounding Language Models to Images for Multimodal Inputs and OutputsCode2
Generative Pre-trained Speech Language Model with Efficient Hierarchical TransformerCode2
Grimoire is All You Need for Enhancing Large Language ModelsCode2
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide ResolutionCode2
GeneGPT: Augmenting Large Language Models with Domain Tools for Improved Access to Biomedical InformationCode2
CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and GenerationCode2
A Survey on In-context LearningCode2
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPTCode2
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingCode2
How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric LearningCode2
Borrowing Treasures from Neighbors: In-Context Learning for Multimodal Learning with Missing Modalities and Data ScarcityCode2
FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic PredictionCode2
In-Context Language Learning: Architectures and AlgorithmsCode2
Finding Transformer Circuits with Edge PruningCode2
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context ReasoningCode2
ExpertPrompting: Instructing Large Language Models to be Distinguished ExpertsCode2
A Simple Image Segmentation Framework via In-Context ExamplesCode2
LLMs as Hackers: Autonomous Linux Privilege Escalation AttacksCode2
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