| 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 |
| On the Compositional Generalization Gap of In-Context Learning | Nov 15, 2022 | In-Context LearningSemantic Parsing | —Unverified | 0 |
| Teaching Algorithmic Reasoning via In-context Learning | Nov 15, 2022 | In-Context Learning | —Unverified | 0 |
| Prompting Language Models for Linguistic Structure | Nov 15, 2022 | ChunkingIn-Context Learning | —Unverified | 0 |
| 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 |
| 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 |
| Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts | Oct 7, 2022 | In-Context LearningLanguage Modelling | CodeCode Available | 0 |
| Large Language Models can Implement Policy Iteration | Oct 7, 2022 | In-Context LearningLanguage Modelling | —Unverified | 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 |
| 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 |
| Exploring Length Generalization in Large Language Models | Jul 11, 2022 | Automated Theorem ProvingIn-Context Learning | —Unverified | 0 |
| Rationale-Augmented Ensembles in Language Models | Jul 2, 2022 | In-Context LearningPrompt Engineering | —Unverified | 0 |
| Self-Generated In-Context Learning: Leveraging Auto-regressive Language Models as a Demonstration Generator | Jun 16, 2022 | In-Context Learningtext-classification | —Unverified | 0 |
