Large Language Models

Visual Programming: Compositional Visual Reasoning Without Training CVPR 2023 What In-Context Learning “Learns” In-Context: Disentangling Task Recognition and Task Learning ACL 2023 What Makes it Ok to Set a Fire? Iterative Self-distillation of Contexts and Rationales for Disambiguating Defeasible Social and Moral Situations EMNLP 2023 When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories ACL 2023 Whose Opinions Do Language Models Reflect? ICML 2023 Who Wrote it and Why? Prompting Large-Language Models for Authorship Verification EMNLP 2023 Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-Optimizers ACL 2023 WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia EMNLP 2023 WinoQueer: A Community-in-the-Loop Benchmark for Anti-LGBTQ+ Bias in Large Language Models ACL 2023 Won’t Get Fooled Again: Answering Questions with False Premises ACL 2023 World Models for Math Story Problems ACL 2023 X-SNS: Cross-Lingual Transfer Prediction through Sub-Network Similarity EMNLP 2023 “You Are An Expert Linguistic Annotator”: Limits of LLMs as Analyzers of Abstract Meaning Representation EMNLP 2023 ZeroSCROLLS: A Zero-Shot Benchmark for Long Text Understanding EMNLP 2023 Zero-Shot Information Extraction for Clinical Meta-Analysis using Large Language Models ACL 2023 Zero-shot Temporal Relation Extraction with ChatGPT ACL 2023 Zero-shot Visual Relation Detection via Composite Visual Cues from Large Language Models NeurIPS 2023 About Time: Do Transformers Learn Temporal Verbal Aspect? ACL 2022 A Comparative Analysis between Human-in-the-loop Systems and Large Language Models for Pattern Extraction Tasks EMNLP 2022 AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning EMNLP 2022 Analyzing Encoded Concepts in Transformer Language Models NAACL 2022 Analyzing Gender Representation in Multilingual Models ACL 2022 An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP Tasks EMNLP 2022 An Explanation of In-context Learning as Implicit Bayesian Inference ICLR 2022 ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models EMNLP 2022