Retrieval-Augmented Generation

DocFinQA: A Long-Context Financial Reasoning Dataset ACL 2024 Don’t forget private retrieval: distributed private similarity search for large language models ACL 2024 Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation EMNLP 2024 DRAGIN: Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models ACL 2024 DVD: Dynamic Contrastive Decoding for Knowledge Amplification in Multi-Document Question Answering EMNLP 2024 DYNAMICQA: Tracing Internal Knowledge Conflicts in Language Models EMNLP 2024 Efficient k-Nearest-Neighbor Machine Translation with Dynamic Retrieval ACL 2024 EfficientRAG: Efficient Retriever for Multi-Hop Question Answering EMNLP 2024 ELLA: Empowering LLMs for Interpretable, Accurate and Informative Legal Advice ACL 2024 Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training ACL 2024 Enhancing Protein Mutation Effect Prediction through a Retrieval-Augmented Framework NeurIPS 2024 Evaluating the Effectiveness of Retrieval-Augmented Large Language Models in Scientific Document Reasoning ACL 2024 Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering EMNLP 2024 Evidence Retrieval is almost All You Need for Fact Verification ACL 2024 Exploratory Retrieval-Augmented Planning For Continual Embodied Instruction Following NeurIPS 2024 F2RL: Factuality and Faithfulness Reinforcement Learning Framework for Claim-Guided Evidence-Supported Counterspeech Generation EMNLP 2024 Fine-Tuning or Retrieval? Comparing Knowledge Injection in LLMs EMNLP 2024 FIRST: Faster Improved Listwise Reranking with Single Token Decoding EMNLP 2024 From RAG to Riches: Retrieval Interlaced with Sequence Generation EMNLP 2024 Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering ACL 2024 GProofT: A Multi-dimension Multi-round Fact Checking Framework Based on Claim Fact Extraction EMNLP 2024 HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models NeurIPS 2024 H-LegalKI: A Hierarchical Legal Knowledge Integration Framework for Legal Community Question Answering EMNLP 2024 HLM-Cite: Hybrid Language Model Workflow for Text-based Scientific Citation Prediction NeurIPS 2024 “Image, Tell me your story!” Predicting the original meta-context of visual misinformation EMNLP 2024