| 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 |
| Prompting Language Models for Linguistic Structure | Nov 15, 2022 | ChunkingIn-Context Learning | —Unverified | 0 |
| Teaching Algorithmic Reasoning via In-context Learning | Nov 15, 2022 | In-Context Learning | —Unverified | 0 |
| On the Compositional Generalization Gap of In-Context Learning | Nov 15, 2022 | In-Context LearningSemantic Parsing | —Unverified | 0 |
| Large Language Models Meet Harry Potter: A Bilingual Dataset for Aligning Dialogue Agents with Characters | Nov 13, 2022 | Dialogue GenerationIn-Context Learning | CodeCode Available | 1 |
| Active Example Selection for In-Context Learning | Nov 8, 2022 | In-Context Learning | CodeCode Available | 1 |
| Large Language Models Are Human-Level Prompt Engineers | Nov 3, 2022 | Few-Shot LearningIn-Context Learning | CodeCode Available | 3 |
| Two-stage LLM Fine-tuning with Less Specialization and More Generalization | Nov 1, 2022 | Binary ClassificationDomain Generalization | —Unverified | 0 |
| XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic Parsing | Oct 25, 2022 | In-Context LearningRetrieval | CodeCode Available | 0 |
| Exploring The Landscape of Distributional Robustness for Question Answering Models | Oct 22, 2022 | In-Context LearningQuestion Answering | —Unverified | 0 |
| Large Language Models are few(1)-shot Table Reasoners | Oct 13, 2022 | Fact VerificationIn-Context Learning | CodeCode Available | 1 |
| Explanations from Large Language Models Make Small Reasoners Better | Oct 13, 2022 | Explanation GenerationIn-Context Learning | —Unverified | 0 |
| Transformers generalize differently from information stored in context vs in weights | Oct 11, 2022 | In-Context Learning | —Unverified | 0 |
| Controllable Dialogue Simulation with In-Context Learning | Oct 9, 2022 | Data AugmentationIn-Context Learning | CodeCode Available | 1 |
| Large Language Models can Implement Policy Iteration | Oct 7, 2022 | In-Context LearningLanguage Modelling | —Unverified | 0 |
| Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts | Oct 7, 2022 | In-Context LearningLanguage Modelling | CodeCode Available | 0 |
| Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model | Oct 5, 2022 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| ThinkSum: Probabilistic reasoning over sets using large language models | Oct 4, 2022 | In-Context LearningRetrieval | —Unverified | 0 |
| Does GPT-3 Generate Empathetic Dialogues? A Novel In-Context Example Selection Method and Automatic Evaluation Metric for Empathetic Dialogue Generation | Oct 1, 2022 | Dialogue GenerationIn-Context Learning | CodeCode Available | 1 |
| FusionRetro: Molecule Representation Fusion via In-Context Learning for Retrosynthetic Planning | Sep 30, 2022 | Drug DiscoveryIn-Context Learning | CodeCode Available | 1 |
| WinoDict: Probing language models for in-context word acquisition | Sep 25, 2022 | In-Context LearningProbing Language Models | —Unverified | 0 |
| In-context Learning and Induction Heads | Sep 24, 2022 | In-Context Learning | —Unverified | 0 |
| On the Relation between Sensitivity and Accuracy in In-context Learning | Sep 16, 2022 | In-Context LearningRelation | CodeCode Available | 0 |
| Revisiting the Practical Effectiveness of Constituency Parse Extraction from Pre-trained Language Models | Sep 15, 2022 | In-Context Learning | —Unverified | 0 |
| Selective Annotation Makes Language Models Better Few-Shot Learners | Sep 5, 2022 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| What Can Transformers Learn In-Context? A Case Study of Simple Function Classes | Aug 1, 2022 | In-Context Learning | CodeCode Available | 2 |
