Large Language Models

Measure and Improve Robustness in NLP Models: A Survey NAACL 2022 Meet Your Favorite Character: Open-domain Chatbot Mimicking Fictional Characters with only a Few Utterances NAACL 2022 Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language Models NeurIPS 2022 Memorizing Transformers ICLR 2022 Memory-assisted prompt editing to improve GPT-3 after deployment EMNLP 2022 Metadata Shaping: A Simple Approach for Knowledge-Enhanced Language Models ACL 2022 MetaICL: Learning to Learn In Context NAACL 2022 Metaphors in Pre-Trained Language Models: Probing and Generalization Across Datasets and Languages ACL 2022 MetaPrompting: Learning to Learn Better Prompts COLING 2022 Methods for Estimating and Improving Robustness of Language Models NAACL 2022 MicroBERT: Effective Training of Low-resource Monolingual BERTs through Parameter Reduction and Multitask Learning EMNLP 2022 MiQA: A Benchmark for Inference on Metaphorical Questions AACL 2022 Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal ACL 2022 Models In a Spelling Bee: Language Models Implicitly Learn the Character Composition of Tokens NAACL 2022 MoEfication: Transformer Feed-forward Layers are Mixtures of Experts ACL 2022 MuCPAD: A Multi-Domain Chinese Predicate-Argument Dataset NAACL 2022 Multimodal large language models for inclusive collaboration learning tasks NAACL 2022 Negation, Coordination, and Quantifiers in Contextualized Language Models COLING 2022 Neural Theory-of-Mind? On the Limits of Social Intelligence in Large LMs EMNLP 2022 NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics NAACL 2022 New or Old? Exploring How Pre-Trained Language Models Represent Discourse Entities COLING 2022 NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks CVPR 2022 Noisy Channel Language Model Prompting for Few-Shot Text Classification ACL 2022 “No, They Did Not”: Dialogue Response Dynamics in Pre-trained Language Models COLING 2022 NSP-BERT: A Prompt-based Few-Shot Learner through an Original Pre-training Task —— Next Sentence Prediction COLING 2022