Retrieval-Augmented Generation

Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems EMNLP 2024 SURf: Teaching Large Vision-Language Models to Selectively Utilize Retrieved Information EMNLP 2024 Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation EMNLP 2024 TableRAG: Million-Token Table Understanding with Language Models NeurIPS 2024 Tag-grounded Visual Instruction Tuning with Retrieval Augmentation EMNLP 2024 Toolken+: Improving LLM Tool Usage with Reranking and a Reject Option EMNLP 2024 Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs EMNLP 2024 Towards Verifiable Generation: A Benchmark for Knowledge-aware Language Model Attribution ACL 2024 Towards Verifiable Text Generation with Evolving Memory and Self-Reflection EMNLP 2024 TriageAgent: Towards Better Multi-Agents Collaborations for Large Language Model-Based Clinical Triage EMNLP 2024 UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-World Document Analysis NeurIPS 2024 Upgrading Search Applications in the Era of LLMs: A Demonstration with Practical Lessons IJCAI 2024 Utilizing Large Language Models to Identify Evidence of Suicidality Risk through Analysis of Emotionally Charged Posts EACL 2024 VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought NeurIPS 2024 AfriQA: Cross-lingual Open-Retrieval Question Answering for African Languages EMNLP 2023 An Intent-based and Annotation-free Method for Duplicate Question Detection in CQA Forums EMNLP 2023 A Statistical Perspective on Retrieval-Based Models ICML 2023 Augmentation-Adapted Retriever Improves Generalization of Language Models as Generic Plug-In ACL 2023 Auto Search Indexer for End-to-End Document Retrieval EMNLP 2023 Bridging the Domain Gaps in Context Representations for k-Nearest Neighbor Neural Machine Translation ACL 2023 Can Retriever-Augmented Language Models Reason? The Blame Game Between the Retriever and the Language Model EMNLP 2023 Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering EMNLP 2023 Crossing the Threshold: Idiomatic Machine Translation through Retrieval Augmentation and Loss Weighting EMNLP 2023 CRUSH4SQL: Collective Retrieval Using Schema Hallucination For Text2SQL EMNLP 2023 cTBLS: Augmenting Large Language Models with Conversational Tables ACL 2023