Large Language Models

Instance Regularization for Discriminative Language Model Pre-training EMNLP 2022 Is a Question Decomposition Unit All We Need? EMNLP 2022 Is It Smaller Than a Tennis Ball? Language Models Play the Game of Twenty Questions EMNLP 2022 KAT: A Knowledge Augmented Transformer for Vision-and-Language NAACL 2022 KGI: An Integrated Framework for Knowledge Intensive Language Tasks EMNLP 2022 Killing Two Birds With One Stone: Efficient and Robust Training of Face Recognition CNNs by Partial FC CVPR 2022 Knowledge-Grounded Dialogue Generation with a Unified Knowledge Representation NAACL 2022 Knowledge Infused Decoding ICLR 2022 Language Models Are Poor Learners of Directional Inference EMNLP 2022 Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents ICML 2022 Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt Completion EMNLP 2022 Language Models Understand Us, Poorly EMNLP 2022 Large Language Models are Zero-Shot Reasoners NeurIPS 2022 Large Language Models Can Be Strong Differentially Private Learners ICLR 2022 Large Sequence Representation Learning via Multi-Stage Latent Transformers COLING 2022 LayerConnect: Hypernetwork-Assisted Inter-Layer Connector to Enhance Parameter Efficiency COLING 2022 Learning an Artificial Language for Knowledge-Sharing in Multilingual Translation EMNLP 2022 Learning Dialogue Representations from Consecutive Utterances NAACL 2022 Learning to Transfer Prompts for Text Generation NAACL 2022 Life after BERT: What do Other Muppets Understand about Language? ACL 2022 Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora ACL 2022 LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging COLING 2022 LittleBird: Efficient Faster & Longer Transformer for Question Answering EMNLP 2022 LoRA: Low-Rank Adaptation of Large Language Models ICLR 2022 Mapping Language Models to Grounded Conceptual Spaces ICLR 2022