← Learning Types
Machine Learning › Learning Types ›

Retrieval-Augmented Generation

573 directly classified papers

Papers per year

Papers

StepER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models EMNLP 2025
AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists EMNLP 2025
RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning EMNLP 2025
Stronger Baselines for Retrieval-Augmented Generation with Long-Context Language Models EMNLP 2025
Retrieval-Augmented Generation with Estimation of Source Reliability EMNLP 2025
NitiBench: Benchmarking LLM Frameworks on Thai Legal Question Answering Capabilities EMNLP 2025
Conflicting Needles in a Haystack: How LLMs behave when faced with contradictory information EMNLP 2025
RAED: Retrieval-Augmented Entity Description Generation for Emerging Entity Linking and Disambiguation EMNLP 2025
Automated Evidence Extraction and Scoring for Corporate Climate Policy Engagement: A Multilingual RAG Approach EMNLP 2025
Marcel: A Lightweight and Open-Source Conversational Agent for University Student Support EMNLP 2025
KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025
ConfReady: A RAG based Assistant and Dataset for Conference Checklist Responses EMNLP 2025
CRAB: A Benchmark for Evaluating Curation of Retrieval-Augmented LLMs in Biomedicine EMNLP 2025
Leveraging Product Catalog Patterns for Multilingual E-commerce Product Attribute Prediction EMNLP 2025
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models EMNLP 2025
Augmenting Compliance-Guaranteed Customer Service Chatbots: Context-Aware Knowledge Expansion with Large Language Models EMNLP 2025
PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025
Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards EMNLP 2025
Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation EMNLP 2025
SEARA: An Automated Approach for Obtaining Optimal Retrievers EMNLP 2025
LLM-Based Dialogue Labeling for Multiturn Adaptive RAG EMNLP 2025
TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG EMNLP 2025
Scalable and Cost Effective High-Cardinality Classification with LLMs via Multi-View Label Representations and Retrieval Augmentation EMNLP 2025
Multi-Value-Product Retrieval-Augmented Generation for Industrial Product Attribute Value Identification EMNLP 2025
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering ACL 2025