RAG-RLRC-LaySum at BioLaySumm: Integrating Retrieval-Augmented Generation and Readability Control for Layman Summarization of Biomedical Texts
Fuente:
arXiv
Saved in:
| Main Authors: | Ji, Yuelyu, Li, Zhuochun, Meng, Rui, Sivarajkumar, Sonish, Wang, Yanshan, Yu, Zeshui, Ji, Hui, Han, Yushui, Zeng, Hanyu, He, Daqing |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Overview of the BioLaySumm 2024 Shared Task on the Lay Summarization of Biomedical Research Articles
by: Goldsack, Tomas, et al.
Published: (2024)
by: Goldsack, Tomas, et al.
Published: (2024)
WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles
by: Pakull, Tabea M. G., et al.
Published: (2024)
by: Pakull, Tabea M. G., et al.
Published: (2024)
Assertion Detection Large Language Model In-context Learning LoRA Fine-tuning
by: Ji, Yuelyu, et al.
Published: (2024)
by: Ji, Yuelyu, et al.
Published: (2024)
Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation
by: Ji, Yuelyu, et al.
Published: (2025)
by: Ji, Yuelyu, et al.
Published: (2025)
DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA
by: Ji, Yuelyu, et al.
Published: (2025)
by: Ji, Yuelyu, et al.
Published: (2025)
Memory-Aware and Uncertainty-Guided Retrieval for Multi-Hop Question Answering
by: Ji, Yuelyu, et al.
Published: (2025)
by: Ji, Yuelyu, et al.
Published: (2025)
Retrieval--Reasoning Processes for Multi-hop Question Answering: A Four-Axis Design Framework and Empirical Trends
by: Ji, Yuelyu, et al.
Published: (2026)
by: Ji, Yuelyu, et al.
Published: (2026)
Mitigating the Risk of Health Inequity Exacerbated by Large Language Models
by: Ji, Yuelyu, et al.
Published: (2024)
by: Ji, Yuelyu, et al.
Published: (2024)
StepGap: A Hybrid NLI-LLM Checker for Step-Level Evidence-Gap Detectionin Multi-Hop Question Answering
by: Ji, Yuelyu, et al.
Published: (2026)
by: Ji, Yuelyu, et al.
Published: (2026)
ReasoningRank: Teaching Student Models to Rank through Reasoning-Based Knowledge Distillation
by: Ji, Yuelyu, et al.
Published: (2024)
by: Ji, Yuelyu, et al.
Published: (2024)
Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review
by: Li, Zhuochun, et al.
Published: (2024)
by: Li, Zhuochun, et al.
Published: (2024)
Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems
by: Ji, Yuelyu, et al.
Published: (2025)
by: Ji, Yuelyu, et al.
Published: (2025)
MedRAGChecker: Claim-Level Verification for Biomedical Retrieval-Augmented Generation
by: Ji, Yuelyu, et al.
Published: (2026)
by: Ji, Yuelyu, et al.
Published: (2026)
Generative Foundation Model for Structured and Unstructured Electronic Health Records
by: Sivarajkumar, Sonish, et al.
Published: (2025)
by: Sivarajkumar, Sonish, et al.
Published: (2025)
Automating Adjudication of Cardiovascular Events Using Large Language Models
by: Sivarajkumar, Sonish, et al.
Published: (2025)
by: Sivarajkumar, Sonish, et al.
Published: (2025)
What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA
by: Ji, Yuelyu, et al.
Published: (2026)
by: Ji, Yuelyu, et al.
Published: (2026)
MRAG-Suite: A Diagnostic Evaluation Platform for Visual Retrieval-Augmented Generation
by: Ji, Yuelyu, et al.
Published: (2025)
by: Ji, Yuelyu, et al.
Published: (2025)
Biomedical Text Simplification Models Trained on Aligned Abstracts and Lay Summaries
by: Bakker, Jan, et al.
Published: (2024)
by: Bakker, Jan, et al.
Published: (2024)
Mining Clinical Notes for Physical Rehabilitation Exercise Information: Natural Language Processing Algorithm Development and Validation Study
by: Sivarajkumar, Sonish, et al.
Published: (2023)
by: Sivarajkumar, Sonish, et al.
Published: (2023)
Context Matters: Vision-Based Depression Detection Comparing Classical and Deep Approaches
by: Bilalpur, Maneesh, et al.
Published: (2026)
by: Bilalpur, Maneesh, et al.
Published: (2026)
Extraction of Sleep Information from Clinical Notes of Patients with Alzheimer's Disease Using Natural Language Processing
by: Sivarajkumar, Sonish, et al.
Published: (2022)
by: Sivarajkumar, Sonish, et al.
Published: (2022)
AdvSumm: Adversarial Training for Bias Mitigation in Text Summarization
by: Gupta, Mukur, et al.
Published: (2025)
by: Gupta, Mukur, et al.
Published: (2025)
The Lay Preacher
by: Ravasio, Alessandro
Published: (2023)
by: Ravasio, Alessandro
Published: (2023)
Laying the Foundation
by: White W., John, et al.
Published: (2016)
by: White W., John, et al.
Published: (2016)
Laying the Foundations
Published: (2025)
Published: (2025)
Laying the Foundations
by: MacGinnis, John
Published: (2022)
by: MacGinnis, John
Published: (2022)
Laying It on the Line
by: Reiter, Charles J.
Published: (1969)
by: Reiter, Charles J.
Published: (1969)
PreSumm: Predicting Summarization Performance Without Summarizing
by: Koniaev, Steven, et al.
Published: (2025)
by: Koniaev, Steven, et al.
Published: (2025)
Vec2Summ: Text Summarization via Probabilistic Sentence Embeddings
by: Li, Mao, et al.
Published: (2025)
by: Li, Mao, et al.
Published: (2025)
The Laying Rhythm of Cowbirds
by: Nice, Margaret Morse
Published: (1949)
by: Nice, Margaret Morse
Published: (1949)
A Laying on of Hands
by: Hodges, Margaret
Published: (1975)
by: Hodges, Margaret
Published: (1975)
Rethinking LLM-as-a-Judge: Representation-as-a-Judge with Small Language Models via Semantic Capacity Asymmetry
by: Li, Zhuochun, et al.
Published: (2026)
by: Li, Zhuochun, et al.
Published: (2026)
Precision Rehabilitation for Patients Post-Stroke based on Electronic Health Records and Machine Learning
by: Gao, Fengyi, et al.
Published: (2024)
by: Gao, Fengyi, et al.
Published: (2024)
A Scoping Review of LLM-as-a-Judge in Healthcare and the MedJUDGE Framework
by: Li, Chenyu, et al.
Published: (2026)
by: Li, Chenyu, et al.
Published: (2026)
RAG-BioQA: A Retrieval-Augmented Generation Framework for Long-Form Biomedical Question Answering
by: Panchumarthi, Lovely Yeswanth, et al.
Published: (2025)
by: Panchumarthi, Lovely Yeswanth, et al.
Published: (2025)
Lay theories of place effects
by: Sophie Borwein, et al.
Published: (2024)
by: Sophie Borwein, et al.
Published: (2024)
Lay Theories of Moral Progress
by: Casey Lewry, et al.
Published: (2024)
by: Casey Lewry, et al.
Published: (2024)
SummDiff: Generative Modeling of Video Summarization with Diffusion
by: Kim, Kwanseok, et al.
Published: (2025)
by: Kim, Kwanseok, et al.
Published: (2025)
ReflectSumm: A Benchmark for Course Reflection Summarization
by: Zhong, Yang, et al.
Published: (2024)
by: Zhong, Yang, et al.
Published: (2024)
How to Write a Lay Summary
by: Duke, Monica
Published: (2012)
by: Duke, Monica
Published: (2012)
Similar Items
-
Overview of the BioLaySumm 2024 Shared Task on the Lay Summarization of Biomedical Research Articles
by: Goldsack, Tomas, et al.
Published: (2024) -
WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles
by: Pakull, Tabea M. G., et al.
Published: (2024) -
Assertion Detection Large Language Model In-context Learning LoRA Fine-tuning
by: Ji, Yuelyu, et al.
Published: (2024) -
Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation
by: Ji, Yuelyu, et al.
Published: (2025) -
DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA
by: Ji, Yuelyu, et al.
Published: (2025)