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Retrieval-Augmented Generation

263 directly classified papers

Papers per year

Papers

Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs ACL 2024
DRAGIN: Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models ACL 2024
Benchmarking Retrieval-Augmented Generation for Medicine ACL 2024
RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering ACL 2024
Characterizing Large Language Models as Rationalizers of Knowledge-intensive Tasks ACL 2024
Evidence Retrieval is almost All You Need for Fact Verification ACL 2024
Self-Retrieval: End-to-End Information Retrieval with One Large Language Model NIPS 2024
Context Tuning for Retrieval Augmented Generation EACL 2024
LexDrafter: Terminology Drafting for Legislative Documents Using Retrieval Augmented Generation COLING 2024
Scaling Retrieval-Based Language Models with a Trillion-Token Datastore NIPS 2024
On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models ACL 2024
ReMAG-KR: Retrieval and Medically Assisted Generation with Knowledge Reduction for Medical Question Answering ACL 2024
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence ACL 2024
The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG) ACL 2024
Retrieval-Augmented Knowledge Integration into Language Models: A Survey ACL 2024
Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems EMNLP 2024
Analysis of Plan-based Retrieval for Grounded Text Generation EMNLP 2024
Dense X Retrieval: What Retrieval Granularity Should We Use? EMNLP 2024
RAR: Retrieval-augmented retrieval for code generation in low resource languages EMNLP 2024
HGOT: Hierarchical Graph of Thoughts for Retrieval-Augmented In-Context Learning in Factuality Evaluation NAACL 2024
Improving Covert Toxicity Detection by Retrieving and Generating References NAACL 2024
TruthReader: Towards Trustworthy Document Assistant Chatbot with Reliable Attribution EMNLP 2024
RAC: Retrieval-augmented Conversation Dataset for Open-domain Question Answering in Conversational Settings EMNLP 2024
EvoR: Evolving Retrieval for Code Generation EMNLP 2024
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation EMNLP 2024