| LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models | Jan 1, 2024 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| A Computational Framework for Behavioral Assessment of LLM Therapists | Jan 1, 2024 | In-Context Learning | CodeCode Available | 1 |
| RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation | Dec 26, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Fine-tuning Large Language Models for Adaptive Machine Translation | Dec 20, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| Lever LM: Configuring In-Context Sequence to Lever Large Vision Language Models | Dec 15, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| Catwalk: A Unified Language Model Evaluation Framework for Many Datasets | Dec 15, 2023 | In-Context LearningLanguage Model Evaluation | CodeCode Available | 1 |
| MotherNet: Fast Training and Inference via Hyper-Network Transformers | Dec 14, 2023 | ClassificationIn-Context Learning | CodeCode Available | 1 |
| VL-GPT: A Generative Pre-trained Transformer for Vision and Language Understanding and Generation | Dec 14, 2023 | Image CaptioningImage Generation | CodeCode Available | 1 |
| How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation | Dec 12, 2023 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration | Dec 7, 2023 | Data IntegrationEntity Resolution | CodeCode Available | 1 |
| Skeleton-in-Context: Unified Skeleton Sequence Modeling with In-Context Learning | Dec 6, 2023 | In-Context Learningmotion prediction | CodeCode Available | 1 |
| Machine Vision Therapy: Multimodal Large Language Models Can Enhance Visual Robustness via Denoising In-Context Learning | Dec 5, 2023 | DenoisingIn-Context Learning | CodeCode Available | 1 |
| Prompt Optimization via Adversarial In-Context Learning | Dec 5, 2023 | Arithmetic ReasoningData-to-Text Generation | CodeCode Available | 1 |
| How to Configure Good In-Context Sequence for Visual Question Answering | Dec 4, 2023 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| Dolphins: Multimodal Language Model for Driving | Dec 1, 2023 | Autonomous VehiclesIn-Context Learning | CodeCode Available | 1 |
| Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels? | Nov 29, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Eliciting In-Context Learning in Vision-Language Models for Videos Through Curated Data Distributional Properties | Nov 28, 2023 | In-Context LearningVideo Understanding | 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 |
| WorldSense: A Synthetic Benchmark for Grounded Reasoning in Large Language Models | Nov 27, 2023 | In-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 |
| Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer | Nov 22, 2023 | DiversityIn-Context Learning | CodeCode Available | 1 |
| XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs | Nov 15, 2023 | Decision MakingDecoder | CodeCode Available | 1 |
| Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models | Nov 15, 2023 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
| The Transient Nature of Emergent In-Context Learning in Transformers | Nov 14, 2023 | Bayesian InferenceIn-Context Learning | CodeCode Available | 1 |
| Are Large Language Models Temporally Grounded? | Nov 14, 2023 | Common Sense ReasoningIn-Context Learning | 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 |
| Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language Models | Nov 13, 2023 | Document-level Relation ExtractionIn-Context Learning | CodeCode Available | 1 |
| Cappy: Outperforming and Boosting Large Multi-Task LMs with a Small Scorer | Nov 12, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering | Nov 11, 2023 | In-Context LearningStyle Transfer | CodeCode Available | 1 |
| LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction | Nov 11, 2023 | Event Argument ExtractionIn-Context Learning | CodeCode Available | 1 |
| LooGLE: Can Long-Context Language Models Understand Long Contexts? | Nov 8, 2023 | In-Context LearningLong-Context Understanding | CodeCode Available | 1 |
| Instruct Me More! Random Prompting for Visual In-Context Learning | Nov 7, 2023 | Foreground SegmentationIn-Context Learning | CodeCode Available | 1 |
| Kinematic-aware Prompting for Generalizable Articulated Object Manipulation with LLMs | Nov 6, 2023 | Imitation LearningIn-Context Learning | CodeCode Available | 1 |
| The Mystery of In-Context Learning: A Comprehensive Survey on Interpretation and Analysis | Nov 1, 2023 | In-Context LearningSurvey | CodeCode Available | 1 |
| Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection | Oct 30, 2023 | Active LearningDiversity | CodeCode Available | 1 |
| ExPT: Synthetic Pretraining for Few-Shot Experimental Design | Oct 30, 2023 | Experimental DesignIn-Context Learning | CodeCode Available | 1 |
| Transformers Learn to Achieve Second-Order Convergence Rates for In-Context Linear Regression | Oct 26, 2023 | In-Context Learning | CodeCode Available | 1 |
| ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought | Oct 26, 2023 | In-Context LearningText to SQL | CodeCode Available | 1 |
| In-Context Learning Creates Task Vectors | Oct 24, 2023 | In-Context Learning | CodeCode Available | 1 |
| LLM-in-the-loop: Leveraging Large Language Model for Thematic Analysis | Oct 23, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Function Vectors in Large Language Models | Oct 23, 2023 | In-Context Learning | CodeCode Available | 1 |
| Implicit meta-learning may lead language models to trust more reliable sources | Oct 23, 2023 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| On Bilingual Lexicon Induction with Large Language Models | Oct 21, 2023 | Bilingual Lexicon InductionCross-Lingual Word Embeddings | CodeCode Available | 1 |
| Ensemble-Instruct: Generating Instruction-Tuning Data with a Heterogeneous Mixture of LMs | Oct 21, 2023 | In-Context LearningPrompt Learning | CodeCode Available | 1 |
| Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop Reasoning | Oct 20, 2023 | In-Context LearningMulti-hop Question Answering | CodeCode Available | 1 |
| Attack Prompt Generation for Red Teaming and Defending Large Language Models | Oct 19, 2023 | In-Context LearningRed Teaming | CodeCode Available | 1 |
| Context-Aware Meta-Learning | Oct 17, 2023 | Few-Shot Image ClassificationIn-Context Learning | CodeCode Available | 1 |
| IDEAL: Influence-Driven Selective Annotations Empower In-Context Learners in Large Language Models | Oct 16, 2023 | In-Context Learning | CodeCode Available | 1 |
| In-context Pretraining: Language Modeling Beyond Document Boundaries | Oct 16, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| AMAGO: Scalable In-Context Reinforcement Learning for Adaptive Agents | Oct 15, 2023 | In-Context LearningIn-Context Reinforcement Learning | CodeCode Available | 1 |