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Retrieval-Augmented Generation

263 directly classified papers

Papers per year

Papers

RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation ACL 2025
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025
LotusFilter: Fast Diverse Nearest Neighbor Search via a Learned Cutoff Table CVPR 2025
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization EMNLP 2025
Multimodal Knowledge Retrieval-Augmented Iterative Alignment for Satellite Commonsense Conversation IJCAI 2025
AI4Contracts: LLM & RAG-Powered Encoding of Financial Derivative Contracts IJCAI 2025
CORD: Balancing COnsistency and Rank Distillation for Robust Retrieval-Augmented Generation NAACL 2025
SuperRAG: Beyond RAG with Layout-Aware Graph Modeling NAACL 2025
When and How to Augment Your Input: Question Routing Helps Balance the Accuracy and Efficiency of Large Language Models NAACL 2025
GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration NAACL 2025
Rewind and Render: Towards Factually Accurate Text-to-Video Generation with Distilled Knowledge Retrieval AAAI 2025
MerryQuery: A Trustworthy LLM-Powered Tool Providing Personalized Support for Educators and Students AAAI 2025
Incident Diagnosing and Reporting System Based on Retrieval Augmented Large Language Model AAAI 2025
ClinicalRAG: Automating Pharmaceutical Label Quality Control with Hierarchical RAG and Large Language Models AAAI 2025
DRAG: Distilling RAG for SLMs from LLMs to Transfer Knowledge and Mitigate Hallucination via Evidence and Graph-based Distillation ACL 2025
SGIC: A Self-Guided Iterative Calibration Framework for RAG ACL 2025
Pretraining Context Compressor for Large Language Models with Embedding-Based Memory ACL 2025
LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025
TableRAG: Million-Token Table Understanding with Language Models NIPS 2024
Nearest Neighbor Speculative Decoding for LLM Generation and Attribution NIPS 2024
Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented Generation EMNLP 2024
R2AG: Incorporating Retrieval Information into Retrieval Augmented Generation EMNLP 2024
Can’t Remember Details in Long Documents? You Need Some R&R EMNLP 2024
LLMs as Collaborator: Demands-Guided Collaborative Retrieval-Augmented Generation for Commonsense Knowledge-Grounded Open-Domain Dialogue Systems EMNLP 2024
E.T. Bench: Towards Open-Ended Event-Level Video-Language Understanding NIPS 2024