| Modular Visual Question Answering via Code Generation | Jun 8, 2023 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations | Jun 7, 2023 | In-Context Learning | CodeCode Available | 1 |
| Enhancing In-Context Learning with Answer Feedback for Multi-Span Question Answering | Jun 7, 2023 | In-Context LearningKeyphrase Extraction | CodeCode Available | 1 |
| Towards In-context Scene Understanding | Jun 2, 2023 | Depth EstimationIn-Context Learning | CodeCode Available | 1 |
| In-Context Learning User Simulators for Task-Oriented Dialog Systems | Jun 1, 2023 | Goal-Oriented Dialogue SystemsIn-Context Learning | CodeCode Available | 1 |
| Learning Transformer Programs | Jun 1, 2023 | In-Context LearningInterpretable Machine Learning | CodeCode Available | 1 |
| IDAS: Intent Discovery with Abstractive Summarization | May 31, 2023 | Abstractive Text SummarizationDescriptive | CodeCode Available | 1 |
| Contextual Vision Transformers for Robust Representation Learning | May 30, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Self-Verification Improves Few-Shot Clinical Information Extraction | May 30, 2023 | In-Context Learning | CodeCode Available | 1 |
| Grammar Prompting for Domain-Specific Language Generation with Large Language Models | May 30, 2023 | In-Context LearningSemantic Parsing | CodeCode Available | 1 |
| PaLI-X: On Scaling up a Multilingual Vision and Language Model | May 29, 2023 | Chart Question Answeringdocument understanding | CodeCode Available | 1 |
| Do Large Language Models Know What They Don't Know? | May 29, 2023 | In-Context Learning | CodeCode Available | 1 |
| Mitigating Label Biases for In-context Learning | May 28, 2023 | In-Context Learningtext-classification | CodeCode Available | 1 |
| What can Large Language Models do in chemistry? A comprehensive benchmark on eight tasks | May 27, 2023 | In-Context Learning | CodeCode Available | 1 |
| Towards Explainable Conversational Recommender Systems | May 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 1 |
| PFNs4BO: In-Context Learning for Bayesian Optimization | May 27, 2023 | AutoMLBayesian Optimization | 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 |
| A Closer Look at In-Context Learning under Distribution Shifts | May 26, 2023 | In-Context Learning | CodeCode Available | 1 |
| Language Models Implement Simple Word2Vec-style Vector Arithmetic | May 25, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| ChatCAD+: Towards a Universal and Reliable Interactive CAD using LLMs | May 25, 2023 | DiagnosticIn-Context Learning | CodeCode Available | 1 |
| Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models | May 24, 2023 | Fact CheckingIn-Context Learning | CodeCode Available | 1 |
| Coverage-based Example Selection for In-Context Learning | May 24, 2023 | In-Context LearningInformativeness | CodeCode Available | 1 |
| Exploring Diverse In-Context Configurations for Image Captioning | May 24, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| ByteSized32: A Corpus and Challenge Task for Generating Task-Specific World Models Expressed as Text Games | May 24, 2023 | Code GenerationCommon Sense Reasoning | CodeCode Available | 1 |
| Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning | May 23, 2023 | In-Context Learning | CodeCode Available | 1 |
| RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning | May 23, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| MAILEX: Email Event and Argument Extraction | May 22, 2023 | 4k8k | CodeCode Available | 1 |
| Fact-Checking Complex Claims with Program-Guided Reasoning | May 22, 2023 | Fact CheckingIn-Context Learning | CodeCode Available | 1 |
| Small Language Models Improve Giants by Rewriting Their Outputs | May 22, 2023 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| Can We Edit Factual Knowledge by In-Context Learning? | May 22, 2023 | In-Context Learningknowledge editing | CodeCode Available | 1 |
| XTREME-UP: A User-Centric Scarce-Data Benchmark for Under-Represented Languages | May 19, 2023 | In-Context LearningMultilingual NLP | CodeCode Available | 1 |
| How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings | May 19, 2023 | In-Context LearningRetrieval | CodeCode Available | 1 |
| Learning In-context Learning for Named Entity Recognition | May 18, 2023 | Diversityfew-shot-ner | CodeCode Available | 1 |
| Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning | May 17, 2023 | In-Context Learning | CodeCode Available | 1 |
| Can Language Models Solve Graph Problems in Natural Language? | May 17, 2023 | In-Context LearningKnowledge Probing | CodeCode Available | 1 |
| What In-Context Learning "Learns" In-Context: Disentangling Task Recognition and Task Learning | May 16, 2023 | In-Context Learning | CodeCode Available | 1 |
| Pre-Training to Learn in Context | May 16, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Text Classification via Large Language Models | May 15, 2023 | ClassificationDiagnostic | CodeCode Available | 1 |
| Small Models are Valuable Plug-ins for Large Language Models | May 15, 2023 | In-Context Learning | CodeCode Available | 1 |
| Is ChatGPT a Good Causal Reasoner? A Comprehensive Evaluation | May 12, 2023 | HallucinationIn-Context Learning | CodeCode Available | 1 |
| Unified Demonstration Retriever for In-Context Learning | May 7, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| Using ChatGPT for Entity Matching | May 5, 2023 | Data IntegrationEntity Resolution | CodeCode Available | 1 |
| Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction | May 4, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| GPT-RE: In-context Learning for Relation Extraction using Large Language Models | May 3, 2023 | In-Context LearningRelation | CodeCode Available | 1 |
| Stance Detection: A Practical Guide to Classifying Political Beliefs in Text | May 2, 2023 | In-Context LearningNatural Language Inference | 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 |
| Few-shot In-context Learning for Knowledge Base Question Answering | May 2, 2023 | In-Context LearningKnowledge Base Question Answering | 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 |
| An Iterative Optimizing Framework for Radiology Report Summarization with ChatGPT | Apr 17, 2023 | In-Context Learning | CodeCode Available | 1 |
| Bayesian Optimization of Catalysis With In-Context Learning | Apr 11, 2023 | Bayesian OptimizationFeature Engineering | CodeCode Available | 1 |
