| HINT: Hypernetwork Instruction Tuning for Efficient Zero- & Few-Shot Generalisation | Dec 20, 2022 | In-Context Learningparameter-efficient fine-tuning | —Unverified | 0 |
| Dialog2API: Task-Oriented Dialogue with API Description and Example Programs | Dec 20, 2022 | In-Context LearningSemantic Parsing | —Unverified | 0 |
| Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering | Dec 20, 2022 | In-Context Learning | CodeCode Available | 1 |
| Training Trajectories of Language Models Across Scales | Dec 19, 2022 | In-Context LearningMultiple-choice | CodeCode Available | 1 |
| Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations | Dec 19, 2022 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments | Dec 19, 2022 | In-Context LearningKnowledge Base Question Answering | CodeCode Available | 1 |
| Language model acceptability judgements are not always robust to context | Dec 18, 2022 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Low-Resource Authorship Style Transfer: Can Non-Famous Authors Be Imitated? | Dec 18, 2022 | In-Context LearningStyle Transfer | —Unverified | 0 |
| Rethinking the Role of Scale for In-Context Learning: An Interpretability-based Case Study at 66 Billion Scale | Dec 18, 2022 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Foundation models in brief: A historical, socio-technical focus | Dec 17, 2022 | In-Context Learning | —Unverified | 0 |
| Evaluating Step-by-Step Reasoning through Symbolic Verification | Dec 16, 2022 | In-Context Learning | CodeCode Available | 0 |
| Self-Prompting Large Language Models for Zero-Shot Open-Domain QA | Dec 16, 2022 | In-Context LearningOpen-Domain Question Answering | CodeCode Available | 1 |
| Transformers learn in-context by gradient descent | Dec 15, 2022 | In-Context LearningMeta-Learning | CodeCode Available | 2 |
| Diverse Demonstrations Improve In-context Compositional Generalization | Dec 13, 2022 | In-Context LearningSemantic Parsing | CodeCode Available | 1 |
| Structured Prompting: Scaling In-Context Learning to 1,000 Examples | Dec 13, 2022 | In-Context Learning | —Unverified | 0 |
| General-Purpose In-Context Learning by Meta-Learning Transformers | Dec 8, 2022 | In-Context LearningInductive Bias | CodeCode Available | 0 |
| Images Speak in Images: A Generalist Painter for In-Context Visual Learning | Dec 5, 2022 | In-Context LearningKeypoint Detection | CodeCode Available | 4 |
| In-context Examples Selection for Machine Translation | Dec 5, 2022 | In-Context LearningLanguage Modelling | CodeCode Available | 0 |
| Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration | Dec 5, 2022 | Few-Shot LearningFew-Shot Text Classification | —Unverified | 0 |
| Can In-context Learners Learn a Reasoning Concept from Demonstrations? | Dec 3, 2022 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| What learning algorithm is in-context learning? Investigations with linear models | Nov 28, 2022 | In-Context Learningregression | CodeCode Available | 0 |
| Complementary Explanations for Effective In-Context Learning | Nov 25, 2022 | In-Context Learning | CodeCode Available | 0 |
| Retrieval-Augmented Multimodal Language Modeling | Nov 22, 2022 | Caption GenerationImage Captioning | —Unverified | 0 |
| Operationalizing Specifications, In Addition to Test Sets for Evaluating Constrained Generative Models | Nov 19, 2022 | Domain GeneralizationIn-Context Learning | —Unverified | 0 |
| Visual Programming: Compositional visual reasoning without training | Nov 18, 2022 | In-Context LearningQuestion Answering | CodeCode Available | 2 |