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Retrieval-Augmented Generation

573 directly classified papers

Papers per year

Papers

Towards Verifiable Text Generation with Evolving Memory and Self-Reflection EMNLP 2024
FIRST: Faster Improved Listwise Reranking with Single Token Decoding EMNLP 2024
Assessing “Implicit” Retrieval Robustness of Large Language Models EMNLP 2024
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation EMNLP 2024
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering EMNLP 2024
ATM: Adversarial Tuning Multi-agent System Makes a Robust Retrieval-Augmented Generator EMNLP 2024
One2Set + Large Language Model: Best Partners for Keyphrase Generation EMNLP 2024
News Risk Alerting System (NRAS): A Data-Driven LLM Approach to Proactive Credit Risk Monitoring EMNLP 2024
Assisting Breastfeeding and Maternity Experts in Responding to User Queries with an AI-in-the-loop Approach EMNLP 2024
Query Routing for Homogeneous Tools: An Instantiation in the RAG Scenario EMNLP 2024
SciMON: Scientific Inspiration Machines Optimized for Novelty ACL 2024
Long-Context Language Modeling with Parallel Context Encoding ACL 2024
ARL2: Aligning Retrievers with Black-box Large Language Models via Self-guided Adaptive Relevance Labeling ACL 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs ACL 2024
Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts? ACL 2024
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering ACL 2024
Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion ACL 2024
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training ACL 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments ACL 2024
DRAGIN: Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models ACL 2024
Spiral of Silence: How is Large Language Model Killing Information Retrieval?—A Case Study on Open Domain Question Answering ACL 2024
MrRank: Improving Question Answering Retrieval System through Multi-Result Ranking Model ACL 2024
Benchmarking Retrieval-Augmented Generation for Medicine ACL 2024
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts ACL 2024
Efficient k-Nearest-Neighbor Machine Translation with Dynamic Retrieval ACL 2024