Retrieval-Augmented Generation

Learning to Rank in Generative Retrieval AAAI 2024 Learning to Retrieve Iteratively for In-Context Learning EMNLP 2024 Learning When to Retrieve, What to Rewrite, and How to Respond in Conversational QA EMNLP 2024 Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA EMNLP 2024 Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQA EMNLP 2024 Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning EMNLP 2024 LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation NeurIPS 2024 LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA Systems ACL 2024 LONGAGENT: Achieving Question Answering for 128k-Token-Long Documents through Multi-Agent Collaboration EMNLP 2024 LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering EMNLP 2024 LumberChunker: Long-Form Narrative Document Segmentation EMNLP 2024 Medico: Towards Hallucination Detection and Correction with Multi-source Evidence Fusion EMNLP 2024 MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents EMNLP 2024 Modeling Uncertainty and Using Post-fusion as Fallback Improves Retrieval Augmented Generation with LLMs ACL 2024 Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation EMNLP 2024 More Bang for your Context: Virtual Documents for Question Answering over Long Documents EMNLP 2024 Multi-Level Information Retrieval Augmented Generation for Knowledge-based Visual Question Answering EMNLP 2024 Multi-Modal Retrieval For Large Language Model Based Speech Recognition ACL 2024 Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation EMNLP 2024 OMG-QA: Building Open-Domain Multi-Modal Generative Question Answering Systems EMNLP 2024 On Improving Repository-Level Code QA for Large Language Models ACL 2024 On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models ACL 2024 Open-RAG: Enhanced Retrieval Augmented Reasoning with Open-Source Large Language Models EMNLP 2024 Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration Approach EMNLP 2024 PDFTriage: Question Answering over Long, Structured Documents EMNLP 2024