Retrieval-Augmented Generation

Trustful LLMs: Customizing and Grounding Text Generation with knowledge bases and Dual Decoders EMNLP 2024 Trust in Internal or External Knowledge? Generative Multi-Modal Entity Linking with Knowledge Retriever ACL 2024 UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-World Document Analysis NeurIPS 2024 Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models ACL 2024 Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs EMNLP 2024 VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning ACL 2024 VeriScore: Evaluating the factuality of verifiable claims in long-form text generation EMNLP 2024 Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language Models ACL 2024 WebCiteS: Attributed Query-Focused Summarization on Chinese Web Search Results with Citations ACL 2024 When Do LLMs Need Retrieval Augmentation? Mitigating LLMs’ Overconfidence Helps Retrieval Augmentation ACL 2024 Who’s Who: Large Language Models Meet Knowledge Conflicts in Practice EMNLP 2024 ZEBRA: Zero-Shot Example-Based Retrieval Augmentation for Commonsense Question Answering EMNLP 2024 1-PAGER: One Pass Answer Generation and Evidence Retrieval EMNLP 2023 A Closer Look at k-Nearest Neighbors Grammatical Error Correction ACL 2023 Ambiguous Learning from Retrieval: Towards Zero-shot Semantic Parsing ACL 2023 An Empirical Study of Frame Selection for Text-to-Video Retrieval EMNLP 2023 A Study on the Efficiency and Generalization of Light Hybrid Retrievers ACL 2023 Augmentation-Adapted Retriever Improves Generalization of Language Models as Generic Plug-In ACL 2023 Augmenting Zero-Shot Dense Retrievers with Plug-in Mixture-of-Memories EMNLP 2023 Can Retriever-Augmented Language Models Reason? The Blame Game Between the Retriever and the Language Model EMNLP 2023 CITADEL: Conditional Token Interaction via Dynamic Lexical Routing for Efficient and Effective Multi-Vector Retrieval ACL 2023 Citance-Contextualized Summarization of Scientific Papers EMNLP 2023 Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering EMNLP 2023 Cross-Lingual Retrieval Augmented Prompt for Low-Resource Languages ACL 2023 Detrimental Contexts in Open-Domain Question Answering EMNLP 2023