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In-Context Learning

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TitleStatusHype
The Power of Large Language Models for Wireless Communication System Development: A Case Study on FPGA Platforms—0
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute ManipulationCode1
Unsupervised Calibration through Prior Adaptation for Text Classification using Large Language ModelsCode0
Exploring the Integration of Large Language Models into Automatic Speech Recognition Systems: An Empirical Study—0
AutoHint: Automatic Prompt Optimization with Hint GenerationCode0
Towards Understanding In-Context Learning with Contrastive Demonstrations and Saliency MapsCode0
Large Language Models as General Pattern Machines—0
Assessing the efficacy of large language models in generating accurate teacher responses—0
One Step of Gradient Descent is Provably the Optimal In-Context Learner with One Layer of Linear Self-Attention—0
RecallM: An Adaptable Memory Mechanism with Temporal Understanding for Large Language ModelsCode0
In-Context Learning for Attention Scheme: from Single Softmax Regression to Multiple Softmax Regression via a Tensor Trick—0
Scaling In-Context Demonstrations with Structured Attention—0
Diverse Retrieval-Augmented In-Context Learning for Dialogue State TrackingCode0
Exploring the In-context Learning Ability of Large Language Model for Biomedical Concept Linking—0
Trainable Transformer in TransformerCode1
InstructEval: Systematic Evaluation of Instruction Selection Methods—0
SPAE: Semantic Pyramid AutoEncoder for Multimodal Generation with Frozen LLMs—0
SummQA at MEDIQA-Chat 2023:In-Context Learning with GPT-4 for Medical SummarizationCode0
GPT-FinRE: In-context Learning for Financial Relation Extraction using Large Language ModelsCode0
Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language ModelsCode0
DisasterResponseGPT: Large Language Models for Accelerated Plan of Action Development in Disaster Response Scenarios—0
Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start RecommendationsCode1
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide ResolutionCode2
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regressionCode1
Understanding In-Context Learning via Supportive Pretraining Data—0
Kosmos-2: Grounding Multimodal Large Language Models to the WorldCode1
Supervised Pretraining Can Learn In-Context Reinforcement Learning—0
Automatic text-based speech overlap classification: A novel approach using Large Language Models—0
Voicebox: Text-Guided Multilingual Universal Speech Generation at ScaleCode0
Potential Benefits of Employing Large Language Models in Research in Moral Education and Development—0
A Survey on Multimodal Large Language Models—0
Generative Multimodal Entity LinkingCode1
FlakyFix: Using Large Language Models for Predicting Flaky Test Fix Categories and Test Code Repair—0
A GPT-4 Reticular Chemist for Guiding MOF DiscoveryCode0
SynerGPT: In-Context Learning for Personalized Drug Synergy Prediction and Drug Design—0
Multilingual Few-Shot Learning via Language Model Retrieval—0
JiuZhang 2.0: A Unified Chinese Pre-trained Language Model for Multi-task Mathematical Problem Solving—0
MedFMC: A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image ClassificationCode2
Trained Transformers Learn Linear Models In-Context—0
Explore In-Context Learning for 3D Point Cloud UnderstandingCode1
Language to Rewards for Robotic Skill Synthesis—0
Synapse: Trajectory-as-Exemplar Prompting with Memory for Computer ControlCode1
Augmenting Language Models with Long-Term Memory—0
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT PerspectiveCode1
Measuring and Modifying Factual Knowledge in Large Language ModelsCode0
Leveraging Large Language Models for Scalable Vector Graphics-Driven Image UnderstandingCode0
In-Context Learning through the Bayesian PrismCode0
Modular Visual Question Answering via Code GenerationCode1
MIMIC-IT: Multi-Modal In-Context Instruction TuningCode4
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs EvaluationsCode1
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