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Reply and IEO Launch Collaboration to Co-Develop and Train Domain-Specific Large Language Models for Oncology

Business

Reply and IEO Launch Collaboration to Co-Develop and Train Domain-Specific Large Language Models for Oncology
Business

Business

Reply and IEO Launch Collaboration to Co-Develop and Train Domain-Specific Large Language Models for Oncology

2026-06-04 16:11 Last Updated At:16:20

TURIN, Italy--(BUSINESS WIRE)--Jun 4, 2026--

Reply [EXM, STAR: REY] and the European Institute of Oncology (IEO) have launched a collaboration focused on the co-development and training of domain-specific Large Language Models for oncology. The initiative brings together Reply’s expertise in building frontier generative models grounded in enterprise knowledge with the IEO’s clinical expertise and data assets to develop models tailored to highly complex oncology settings.

This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20260604488955/en/

As a first step, the IEO’s clinical teams and Information Systems department are working with a multidisciplinary Reply team with deep expertise in healthcare and LLM specialisation to define and prioritise the use cases that will guide development, while also mapping the available data assets to identify the datasets best suited to support model training.

The initial areas of focus are breast oncology, urologic oncology and prevention, selected to assess their clinical relevance and evaluate their technical feasibility. Clinical reports, diagnostic images, structured data and other relevant clinical information in these areas are being analysed in terms of type, volume, quality and accessibility. This will help define datasets aligned with the selected use cases and inform the next stages of development.

Building on this work, the programme will move into a phase focused on training Large Language Models on the selected use cases, followed by the development and deployment of the resulting solutions in clinical settings to support prevention, diagnosis and treatment.

The project is one of the first initiatives developed within Reply Model Factory, Reply’s industrial platform for building frontier generative models grounded in enterprise knowledge and designed to power AI systems and agents aligned with each organisation’s operating context. Within this framework, use case definition, data source qualification, dataset preparation and model training form part of an integrated process designed to ensure full control over data, processes and outcomes.

“At the IEO, artificial intelligence is not simply a technology; it is a valuable ally to medicine,” said Annarosa Farina, Director of Information Systems, IEO Monzino Group. “It helps accelerate research, diagnosis and treatment by enabling us to interpret the complexity of cancer through the analysis of large volumes of clinical and scientific data. This can lead to faster decisions, more personalised therapies and new opportunities for patient care.”

“As Generative AI becomes increasingly integrated into decision-making and operational processes, real value will come from models built on each organisation’s own knowledge, data and expertise. Our collaboration with IEO is designed to bring these elements together and create the conditions for training domain-specific Large Language Models capable of supporting concrete application scenarios,” said Carlo Malgieri, Partner at Laife Reply.

Reply

Reply [EXM, STAR: REY, ISIN: IT0005282865] specialises in the design and implementation of solutions based on new communication channels and digital media. As a network of highly specialised companies, Reply supports major industrial groups in the telecom and media; industry and services; banking and insurance and public sectors in defining and developing business models enabled by the new paradigms of AI, cloud computing, digital media and the internet of things. Reply's services include: consulting, system integration and digital services. www.reply.com

IEO - Istituto Europeo di Oncologia

The European Institute of Oncology (IEO) is a Scientific Institute for Research, Hospitalisation and Healthcare (IRCCS) and an internationally recognised centre of excellence in oncology. The Institute has developed an innovative model of care built on core principles such as patient centrality, the full integration of research and clinical practice, early diagnosis and prevention. This is further strengthened by a data-driven strategy that enables the rapid development of artificial intelligence algorithms to accelerate diagnosis and improve the efficiency of treatment pathways. www.ieo.it

Reply and the European Institute of Oncology (IEO) have launched a collaboration focused on the co-development and training of domain-specific Large Language Models for oncology.

Reply and the European Institute of Oncology (IEO) have launched a collaboration focused on the co-development and training of domain-specific Large Language Models for oncology.

LONDON (AP) — Bobby Tambling, the Chelsea great who held the English club’s all-time scoring record for decades, has died. He was 84.

Tambling's death was confirmed Thursday by Chelsea, which didn't disclose more details, as well as Irish soccer club Crosshaven, where he had a spell as manager.

Chelsea described Tambling as “one of our most legendary players” and said “his name is written very large in our history.”

His 202 goals in 370 appearances for Chelsea from 1959-1970 made him the team’s record scorer until 2013, when Frank Lampard surpassed the tally.

Tambling made his Chelsea debut at age 17 in 1959 and was part of the team that won the League Cup in 1965, scoring against Leicester in the final.

His five goals in a single match against Aston Villa in 1966 remains a Chelsea record. He also played for Crystal Palace, and earned three international caps for England.

After settling in Cork, Ireland, Tambling managed Cork Celtic, Cork City and Crosshaven. Britain's Press Association said Tambling had been diagnosed with dementia in recent years.

“It is with the heaviest of hearts that Crosshaven AFC announce the passing of our dear friend and former manager, Bobby Tambling — a true Chelsea legend and an even more wonderful human being," the team said in a post on X.

“His passion for football was absolutely infectious. Bobby leaves an enormous hole in all our lives. We are all better, kinder, and richer for having known him."

AP soccer: https://apnews.com/hub/soccer

FILE -Bobby Tambling, is seen on middle row, extreme left as the Chelsea football team pose for a group photograph at Chelsea's Stamford Bridge ground, London, May 12, 1967. Others in the team are, from left, back row, trainer Harry Medhurst, Joe Kirkup, unidentified, Ron Harris, Marvin Hinton, Peter Bonetti, unidentified, Eddie McCreadie, and manager Tommy Doherty; middle row, from second left, Charlie Cooke, Alan Harris, Tommy Baldwin, and Tony Hateley; front row, Peter Houseman, John Boyle, unidentified, and John Hollins. (AP Photo/Frank Leonard Tewkesbury, File)

FILE -Bobby Tambling, is seen on middle row, extreme left as the Chelsea football team pose for a group photograph at Chelsea's Stamford Bridge ground, London, May 12, 1967. Others in the team are, from left, back row, trainer Harry Medhurst, Joe Kirkup, unidentified, Ron Harris, Marvin Hinton, Peter Bonetti, unidentified, Eddie McCreadie, and manager Tommy Doherty; middle row, from second left, Charlie Cooke, Alan Harris, Tommy Baldwin, and Tony Hateley; front row, Peter Houseman, John Boyle, unidentified, and John Hollins. (AP Photo/Frank Leonard Tewkesbury, File)

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