Large Language Models

Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models NeurIPS 2024 Rethinking the Role of Proxy Rewards in Language Model Alignment EMNLP 2024 Retrieval and Reasoning on KGs: Integrate Knowledge Graphs into Large Language Models for Complex Question Answering EMNLP 2024 Retrieval Augmented Generation or Long-Context LLMs? A Comprehensive Study and Hybrid Approach EMNLP 2024 Retrieval-Augmented Multilingual Knowledge Editing ACL 2024 Retrieved Sequence Augmentation for Protein Representation Learning EMNLP 2024 Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented Generation EMNLP 2024 Revisiting Catastrophic Forgetting in Large Language Model Tuning EMNLP 2024 Revisiting Demonstration Selection Strategies in In-Context Learning ACL 2024 Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers ACL 2024 Reward Modeling Requires Automatic Adjustment Based on Data Quality EMNLP 2024 RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback CVPR 2024 RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold NeurIPS 2024 Roleplay-doh: Enabling Domain-Experts to Create LLM-simulated Patients via Eliciting and Adhering to Principles EMNLP 2024 RoseLoRA: Row and Column-wise Sparse Low-rank Adaptation of Pre-trained Language Model for Knowledge Editing and Fine-tuning EMNLP 2024 RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models NeurIPS 2024 S$^{2}$FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity NeurIPS 2024 SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graph ACL 2024 Safe LoRA: The Silver Lining of Reducing Safety Risks when Finetuning Large Language Models NeurIPS 2024 Safely Learning with Private Data: A Federated Learning Framework for Large Language Model EMNLP 2024 Sailor: Open Language Models for South-East Asia EMNLP 2024 SALAD-Bench: A Hierarchical and Comprehensive Safety Benchmark for Large Language Models ACL 2024 Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization EMNLP 2024 Scalable Data Ablation Approximations for Language Models through Modular Training and Merging EMNLP 2024 Scaling Behavior of Machine Translation with Large Language Models under Prompt Injection Attacks EACL 2024