| STEPS: A Benchmark for Order Reasoning in Sequential Tasks | Jun 7, 2023 | In-Context Learning | —Unverified | 0 |
| Enhancing In-Context Learning with Answer Feedback for Multi-Span Question Answering | Jun 7, 2023 | In-Context LearningKeyphrase Extraction | CodeCode Available | 1 |
| Prompt Space Optimizing Few-shot Reasoning Success with Large Language Models | Jun 6, 2023 | Arithmetic ReasoningIn-Context Learning | CodeCode Available | 0 |
| Zero-Shot 3D Shape Correspondence | Jun 5, 2023 | In-Context Learning | —Unverified | 0 |
| Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models | Jun 5, 2023 | Fact VerificationIn-Context Learning | CodeCode Available | 0 |
| MetaVL: Transferring In-Context Learning Ability From Language Models to Vision-Language Models | Jun 2, 2023 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Towards In-context Scene Understanding | Jun 2, 2023 | Depth EstimationIn-Context Learning | CodeCode Available | 1 |
| ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? | Jun 2, 2023 | Data AugmentationDialogue State Tracking | —Unverified | 0 |
| Learning Transformer Programs | Jun 1, 2023 | In-Context LearningInterpretable Machine Learning | CodeCode Available | 1 |
| Multi-Dimensional Evaluation of Text Summarization with In-Context Learning | Jun 1, 2023 | In-Context LearningText Generation | CodeCode Available | 0 |
| In-Context Learning User Simulators for Task-Oriented Dialog Systems | Jun 1, 2023 | Goal-Oriented Dialogue SystemsIn-Context Learning | CodeCode Available | 1 |
| Improving CLIP Training with Language Rewrites | May 31, 2023 | In-Context LearningSentence | CodeCode Available | 2 |
| Measuring the Robustness of NLP Models to Domain Shifts | May 31, 2023 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| IDAS: Intent Discovery with Abstractive Summarization | May 31, 2023 | Abstractive Text SummarizationDescriptive | CodeCode Available | 1 |
| Self-Verification Improves Few-Shot Clinical Information Extraction | May 30, 2023 | In-Context Learning | CodeCode Available | 1 |
| ScoNe: Benchmarking Negation Reasoning in Language Models With Fine-Tuning and In-Context Learning | May 30, 2023 | BenchmarkingIn-Context Learning | CodeCode Available | 0 |
| Contextual Vision Transformers for Robust Representation Learning | May 30, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| What and How does In-Context Learning Learn? Bayesian Model Averaging, Parameterization, and Generalization | May 30, 2023 | In-Context Learning | —Unverified | 0 |
| Grammar Prompting for Domain-Specific Language Generation with Large Language Models | May 30, 2023 | In-Context LearningSemantic Parsing | CodeCode Available | 1 |
| Do Large Language Models Know What They Don't Know? | May 29, 2023 | In-Context Learning | CodeCode Available | 1 |
| PaLI-X: On Scaling up a Multilingual Vision and Language Model | May 29, 2023 | Chart Question Answeringdocument understanding | CodeCode Available | 1 |
| Mitigating Label Biases for In-context Learning | May 28, 2023 | In-Context Learningtext-classification | CodeCode Available | 1 |
| In-Context Analogical Reasoning with Pre-Trained Language Models | May 28, 2023 | In-Context LearningRelational Reasoning | CodeCode Available | 0 |
| Fine-Tuning Language Models with Just Forward Passes | May 27, 2023 | GPUIn-Context Learning | CodeCode Available | 3 |
| 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 |
| Augmenting Large Language Model Translators via Translation Memories | May 27, 2023 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| SQL-PaLM: Improved Large Language Model Adaptation for Text-to-SQL (extended) | May 26, 2023 | Data AugmentationIn-Context Learning | —Unverified | 0 |
| Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation | May 26, 2023 | Domain GeneralizationIn-Context Learning | CodeCode Available | 1 |
| A Mechanism for Sample-Efficient In-Context Learning for Sparse Retrieval Tasks | May 26, 2023 | In-Context LearningRetrieval | —Unverified | 0 |
| Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning | May 26, 2023 | In-Context Learning | —Unverified | 0 |
| Large Language Models Are Partially Primed in Pronoun Interpretation | May 26, 2023 | In-Context Learning | CodeCode Available | 0 |
| 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 |
| Exploring Diverse In-Context Configurations for Image Captioning | May 24, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| Are Chatbots Ready for Privacy-Sensitive Applications? An Investigation into Input Regurgitation and Prompt-Induced Sanitization | May 24, 2023 | In-Context Learning | —Unverified | 0 |
| Estimating Large Language Model Capabilities without Labeled Test Data | May 24, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| Measuring and Mitigating Constraint Violations of In-Context Learning for Utterance-to-API Semantic Parsing | May 24, 2023 | In-Context LearningRetrieval | —Unverified | 0 |
| Coverage-based Example Selection for In-Context Learning | May 24, 2023 | In-Context LearningInformativeness | CodeCode Available | 1 |
| OverPrompt: Enhancing ChatGPT through Efficient In-Context Learning | May 24, 2023 | Data AugmentationFact Checking | CodeCode Available | 0 |
| Increasing Probability Mass on Answer Choices Does Not Always Improve Accuracy | May 24, 2023 | In-Context LearningMultiple-choice | CodeCode Available | 0 |
| Universal Self-Adaptive Prompting | May 24, 2023 | In-Context LearningNatural Language Understanding | —Unverified | 0 |
| Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models | May 24, 2023 | Fact CheckingIn-Context Learning | CodeCode Available | 1 |
| Cross-lingual QA: A Key to Unlocking In-context Cross-lingual Performance | May 24, 2023 | Cross-Lingual TransferIn-Context Learning | —Unverified | 0 |
| ExpertPrompting: Instructing Large Language Models to be Distinguished Experts | May 24, 2023 | In-Context LearningInstruction Following | CodeCode Available | 2 |
| Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoning | May 24, 2023 | counterfactualData Augmentation | CodeCode Available | 0 |
| Adversarial Demonstration Attacks on Large Language Models | May 24, 2023 | In-Context Learning | —Unverified | 0 |
| Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations | May 24, 2023 | In-Context Learning | CodeCode Available | 0 |