Large Language Models

ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search NeurIPS 2024 Rethinking Code Refinement: Learning to Judge Code Efficiency EMNLP 2024 Rethinking Generative Large Language Model Evaluation for Semantic Comprehension ICML 2024 Rethinking Literary Plagiarism in LLMs through the Lens of Copyright Laws ACML 2024 Rethinking LLM Memorization through the Lens of Adversarial Compression NeurIPS 2024 Rethinking Optimization and Architecture for Tiny Language Models ICML 2024 Rethinking Pragmatics in Large Language Models: Towards Open-Ended Evaluation and Preference Tuning EMNLP 2024 Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization EMNLP 2024 Rethinking Skill Extraction in the Job Market Domain using Large Language Models EACL 2024 Rethinking the Evaluation of In-Context Learning for LLMs EMNLP 2024 Rethinking the Reversal Curse of LLMs: a Prescription from Human Knowledge Reversal EMNLP 2024 Rethinking the Role of Proxy Rewards in Language Model Alignment EMNLP 2024 Retrieval Augmented Generation or Long-Context LLMs? A Comprehensive Study and Hybrid Approach EMNLP 2024 RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering ACL 2024 Retrieved In-Context Principles from Previous Mistakes EMNLP 2024 Revealing the Parallel Multilingual Learning within Large Language Models EMNLP 2024 Reverse-Engineering the Reader EMNLP 2024 Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers ACL 2024 Revisiting the Impact of Pursuing Modularity for Code Generation EMNLP 2024 Revisiting the Role of Language Priors in Vision-Language Models ICML 2024 Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ICML 2024 RiddleMasters at SemEval-2024 Task 9: Comparing Instruction Fine-tuning with Zero-Shot Approaches SemEval 2024 Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering EMNLP 2024 RigorLLM: Resilient Guardrails for Large Language Models against Undesired Content ICML 2024 RILA: Reflective and Imaginative Language Agent for Zero-Shot Semantic Audio-Visual Navigation CVPR 2024