In-Context Learning

LayoutPrompter: Awaken the Design Ability of Large Language Models NeurIPS 2023 MAGNIFICo: Evaluating the In-Context Learning Ability of Large Language Models to Generalize to Novel Interpretations EMNLP 2023 Making Language Models Better Reasoners with Step-Aware Verifier ACL 2023 Measuring and Mitigating Constraint Violations of In-Context Learning for Utterance-to-API Semantic Parsing EMNLP 2023 Measuring Pointwise 𝒱-Usable Information In-Context-ly EMNLP 2023 MetaVL: Transferring In-Context Learning Ability From Language Models to Vision-Language Models ACL 2023 Modular Visual Question Answering via Code Generation ACL 2023 Multilingual LLMs are Better Cross-lingual In-context Learners with Alignment ACL 2023 Multi-Row, Multi-Span Distant Supervision For Table+Text Question Answering ACL 2023 Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning EMNLP 2023 POE: Process of Elimination for Multiple Choice Reasoning EMNLP 2023 Pre-Training to Learn in Context ACL 2023 Prompt-Augmented Linear Probing: Scaling beyond the Limit of Few-Shot In-Context Learners AAAI 2023 Prompting PaLM for Translation: Assessing Strategies and Performance ACL 2023 Query Refinement Prompts for Closed-Book Long-Form QA ACL 2023 Reasoning with Language Model Prompting: A Survey ACL 2023 Rethinking the Role of Scale for In-Context Learning: An Interpretability-based Case Study at 66 Billion Scale ACL 2023 Revisiting Large Language Models as Zero-shot Relation Extractors EMNLP 2023 Robustness of Learning from Task Instructions ACL 2023 Robustness of Named-Entity Replacements for In-Context Learning EMNLP 2023 Schema-learning and rebinding as mechanisms of in-context learning and emergence NeurIPS 2023 Selective Demonstrations for Cross-domain Text-to-SQL EMNLP 2023 Structured Case-Based Reasoning for Inference-Time Adaptation of Text-to-SQL Parsers AAAI 2023 Structured State Space Models for In-Context Reinforcement Learning NeurIPS 2023 SummQA at MEDIQA-Chat 2023: In-Context Learning with GPT-4 for Medical Summarization ACL 2023