Cover Image

LFD: Layer Fused Decoding to Exploit External Knowledge in Retrieval-Augmented Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sun, Yang, Xie, Zhiyong, Zou, Lixin, Luo, Dan, Tang, Min, Zhao, Xiangyu, Zhao, Yunwei, Lin, Xixun, Lu, Yanxiong, Li, Chenliang
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Flow Matching based Sequential Recommender Model
by: Liu, Feng, et al.
Published: (2025)

Efficient Sparse Attention needs Adaptive Token Release
by: Zhang, Chaoran, et al.
Published: (2024)

Guaranteeing Knowledge Integration with Joint Decoding for Retrieval-Augmented Generation
by: Zhao, Zhengyi, et al.
Published: (2026)

Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation
by: Tang, Minghao, et al.
Published: (2025)

Multi-Interest Recommendation: A Survey
by: Li, Zihao, et al.
Published: (2025)

Knowledge Discovery in Spatial Cartographic Information Retrieval.
by: Yu, Lixin
Published: (1999)

RACER: Retrieval-Augmented Contextual Rapid Speculative Decoding
by: Zhang, Zihong, et al.
Published: (2026)

Benchmarking Retrieval-Augmented Generation for Medicine
by: Xiong, Guangzhi, et al.
Published: (2024)

Exploiting Contextual Knowledge in LLMs through V-usable Information based Layer Enhancement
by: Yuan, Xiaowei, et al.
Published: (2025)

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs
by: Wang, Xudong, et al.
Published: (2026)

LADER: Log-Augmented DEnse Retrieval for Biomedical Literature Search
by: Jin, Qiao, et al.
Published: (2023)

Development of a Real-Time Enzymatic Recombinase Amplification Assay (RT-ERA) and an ERA Combined with a Lateral Flow Dipstick (LFD) Assay (ERA-LFD) for Enteric Microsporidian () in Grouper Fishes.
by: Chen, Minqi, et al.
Published: (2025)

"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models
by: Tan, Zhen, et al.
Published: (2024)

PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models
by: Liu, Yu, et al.
Published: (2025)

Integrating Retrieval Augmentation and Decoding Intervention for Automated Program Repair
by: Shaosheng Wang, et al.
Published: (2026)

AutoStyle-TTS: Retrieval-Augmented Generation based Automatic Style Matching Text-to-Speech Synthesis
by: Luo, Dan, et al.
Published: (2025)

Retrieval Augmented Generation using Engineering Design Knowledge
by: Siddharth, L., et al.
Published: (2023)

Identification of a novel BBWV2 isolate and a sensitive and rapid RT ‐ RPA ‐ CRISPR / C as12a‐ LFD detection method development
by: Ke Han, et al.
Published: (2026)

Towards Automated Smart Contract Generation: Evaluation, Benchmarking, and Retrieval-Augmented Repair
by: Chen, Zaoyu, et al.
Published: (2025)

MGRetrieval: Memory-Guided Reflective Retrieval for Long-Term Dialogue Agents
by: Wang, Tan, et al.
Published: (2026)

Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding
by: Wang, Ziyao, et al.
Published: (2025)

Categorical Knowledge Fused Recognition: Fusing Hierarchical Knowledge with Image Classification through Aligning and Deep Metric Learning
by: Zhao, Yunfeng, et al.
Published: (2024)

When, What, and How: Rethinking Retrieval-Enhanced Speculative Decoding
by: Fang, Min, et al.
Published: (2025)

Knowledge Graph-Guided Retrieval Augmented Generation
by: Zhu, Xiangrong, et al.
Published: (2025)

KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering
by: Sun, Yushi, et al.
Published: (2025)

Automated Construction of Medical Indicator Knowledge Graphs Using Retrieval Augmented Large Language Models
by: Wang, Zhengda, et al.
Published: (2025)

Language Drift in Multilingual Retrieval-Augmented Generation: Characterization and Decoding-Time Mitigation
by: Li, Bo, et al.
Published: (2025)

RASD: Retrieval-Augmented Speculative Decoding
by: Quan, Guofeng, et al.
Published: (2025)

On function fields of curves over higher local fields and their division LFD-algebras
by: Chipchakov, Ivan D.
Published: (2025)

Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering
by: Zhu, Rongzhi, et al.
Published: (2025)

Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired Training
by: Lan, Yunwei, et al.
Published: (2025)

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs
by: Tang, Xiaqiang, et al.
Published: (2024)

Internal and External Knowledge Interactive Refinement Framework for Knowledge-Intensive Question Answering
by: Du, Haowei, et al.
Published: (2024)

KG-Infused RAG: Augmenting Corpus-Based RAG with External Knowledge Graphs
by: Wu, Dingjun, et al.
Published: (2025)

Grounded by Experience: Generative Healthcare Prediction Augmented with Hierarchical Agentic Retrieval
by: Zhao, Chuang, et al.
Published: (2025)

BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering
by: Wang, Haoyu, et al.
Published: (2024)

Fusing Neural and Physical: Augment Protein Conformation Sampling with Tractable Simulations
by: Lu, Jiarui, et al.
Published: (2024)

LMAR: Language Model Augmented Retriever for Domain-specific Knowledge Indexing
by: Zhao, Yao, et al.
Published: (2025)

Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement
by: Tan, Yuqiao, et al.
Published: (2025)

Understanding Parametric Knowledge Injection in Retrieval-Augmented Generation
by: Tang, Minghao, et al.
Published: (2025)