Results 91 to 100 of about 68,169 (294)
Reward-RAG: Enhancing RAG with Reward Driven Supervision
In this paper, we introduce Reward-RAG, a novel approach designed to enhance the Retrieval-Augmented Generation (RAG) model through Reward-Driven Supervision. Unlike previous RAG methodologies, which focus on training language models (LMs) to utilize external knowledge retrieved from external sources, our method adapts retrieval information to specific
Thang Nguyen +2 more
openaire +2 more sources
A novel quantitative fluorescent reporter assay for RAG targets and RAG activity
Recombination-Activating Genes (RAG) 1 and 2 form the site specific recombinase that mediates V(D)J recombination, a process of DNA editing required for lymphocyte development and responsible for their diverse repertoire of antigen receptors. Mistargeted
Ines eTrancoso +6 more
doaj +1 more source
LLM‐Based Scientific Assistants for Knowledge Extraction: Which Design Choices Matter?
A comprehensive framework for optimizing Large Language Models in domain‐specific applications is introduced. The LLM Playground integrates Prompt Engineering, knowledge augmentation, and advanced reasoning strategies to enable systematic comparison of architectures and base models.
David Exler +7 more
wiley +1 more source
FB-RAG: Improving RAG with Forward and Backward Lookup
Accepted at Findings of AACL ...
Kushal Chawla +3 more
openaire +4 more sources
A schema‐first alignment framework builds compact, executable domain‐specific language models under data scarcity. Large‐scale synthetic question‐answer generation instills domain knowledge, and a code‐centric IR‐to‐DPO pipeline aligns generation with tool‐executable syntax.
Di Wang +4 more
wiley +1 more source
Discutem-se as características dos modelos de geração de linguagem da subárea da inteligência artificial conhecida como generativa (IAG) e seu possível uso no ambiente organizacional a partir do produto ChatGPT.
Márcio Carneiro dos Santos
doaj
To evaluate the clinical reasoning ability of large language models (LLMs) and retrieval-augmented generation (RAG) systems in pediatric myopia management using a real-world, expert-annotated case set covering diverse refractive, pathological, and high ...
Daohuan Kang +5 more
doaj +1 more source
The role of venture‐financed startups in innovation for US agriculture
Abstract To evaluate the role played by startup companies in the innovation ecosystem of US agriculture, we compile a unique dataset of 6024 new entrants founded 1987–2019 that details their financing lifecycles, annual economic performance, and patenting activities.
Gregory D. Graff +2 more
wiley +1 more source
DMQR-RAG: Diverse Multi-Query Rewriting for RAG
Large language models often encounter challenges with static knowledge and hallucinations, which undermine their reliability. Retrieval-augmented generation (RAG) mitigates these issues by incorporating external information. However, user queries frequently contain noise and intent deviations, necessitating query rewriting to improve the relevance of ...
Zhicong Li +9 more
openaire +2 more sources
A REMARKABLE instance of this custom existed (I am referring to twenty-five years ago) in Ceylon. On the West Coast, on the road between Chilaw and Jaifna, at a place—the name of which, after so many years' absence, I forget—was a vast collection of rag offerings suspended to the bushes through which the road was cut. It went by the name of “Rag Fair,”
openaire +2 more sources

