Large Language Models

RA-LoRA: Rank-Adaptive Parameter-Efficient Fine-Tuning for Accurate 2-bit Quantized Large Language Models ACL 2024 Random Masking Finds Winning Tickets for Parameter Efficient Fine-tuning ICML 2024 Ranking Large Language Models without Ground Truth ACL 2024 Rapidly Developing High-quality Instruction Data and Evaluation Benchmark for Large Language Models with Minimal Human Effort: A Case Study on Japanese COLING 2024 RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval ICLR 2024 Rasid at StanceEval: Fine-tuning MARBERT for Arabic Stance Detection ACL 2024 Rationales for Answers to Simple Math Word Problems Confuse Large Language Models ACL 2024 RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations ACL 2024 Read between the lines - Functionality Extraction From READMEs NAACL 2024 ReadMe++: Benchmarking Multilingual Language Models for Multi-Domain Readability Assessment EMNLP 2024 REAL: A Retrieval-Augmented Entity Linking Approach for Biomedical Concept Recognition ACL 2024 REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering EMNLP 2024 Reasoning in Flux: Enhancing Large Language Models Reasoning through Uncertainty-aware Adaptive Guidance ACL 2024 Reasoning Paths with Reference Objects Elicit Quantitative Spatial Reasoning in Large Vision-Language Models EMNLP 2024 Reasons to Reject? Aligning Language Models with Judgments ACL 2024 Recall, Retrieve and Reason: Towards Better In-Context Relation Extraction IJCAI 2024 Reconstruct Your Previous Conversations! Comprehensively Investigating Privacy Leakage Risks in Conversations with GPT Models EMNLP 2024 Rectifying Demonstration Shortcut in In-Context Learning NAACL 2024 RedPajama: an Open Dataset for Training Large Language Models NeurIPS 2024 Reducing hallucination in structured outputs via Retrieval-Augmented Generation NAACL 2024 ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks NAACL 2024 ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution NeurIPS 2024 Re-examining Sexism and Misogyny Classification with Annotator Attitudes EMNLP 2024 Reference-based Metrics Disprove Themselves in Question Generation EMNLP 2024 Reflections & Resonance: Two-Agent Partnership for Advancing LLM-based Story Annotation COLING 2024