Large Language Models

SMoP: Towards Efficient and Effective Prompt Tuning with Sparse Mixture-of-Prompts EMNLP 2023 SocBERT: A Pretrained Model for Social Media Text EACL 2023 SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization EMNLP 2023 Solving the Right Problem is Key for Translational NLP: A Case Study in UMLS Vocabulary Insertion EMNLP 2023 SPDF: Sparse Pre-training and Dense Fine-tuning for Large Language Models UAI 2023 Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4 EMNLP 2023 Specialist or Generalist? Instruction Tuning for Specific NLP Tasks EMNLP 2023 Specializing Smaller Language Models towards Multi-Step Reasoning ICML 2023 SpecTr: Fast Speculative Decoding via Optimal Transport NeurIPS 2023 SpeechGLUE: How Well Can Self-Supervised Speech Models Capture Linguistic Knowledge? Interspeech 2023 SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities EMNLP 2023 Speech-Text Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment ACL 2023 Spelling convention sensitivity in neural language models EACL 2023 SpokenWOZ: A Large-Scale Speech-Text Benchmark for Spoken Task-Oriented Dialogue Agents NeurIPS 2023 Stable and low-precision training for large-scale vision-language models NeurIPS 2023 Stanford MLab at SemEval 2023 Task 7: Neural Methods for Clinical Trial Report NLI SemEval 2023 Statistical Knowledge Assessment for Large Language Models NeurIPS 2023 Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning EMNLP 2023 SteerLM: Attribute Conditioned SFT as an (User-Steerable) Alternative to RLHF EMNLP 2023 StereoMap: Quantifying the Awareness of Human-like Stereotypes in Large Language Models EMNLP 2023 STOA-VLP: Spatial-Temporal Modeling of Object and Action for Video-Language Pre-training AAAI 2023 Strength in Numbers: Estimating Confidence of Large Language Models by Prompt Agreement ACL 2023 StructGPT: A General Framework for Large Language Model to Reason over Structured Data EMNLP 2023 Summarizing Multiple Documents with Conversational Structure for Meta-Review Generation EMNLP 2023 Summarizing, Simplifying, and Synthesizing Medical Evidence using GPT-3 (with Varying Success) ACL 2023