Education & Research Software & Algorithm Provider Research Institute
Archivists Turn to LLMs to Decipher Handwriting at Scale
Original from IEEESpectrumAI: Archivists Turn to LLMs to Decipher Handwriting at Scale

Archivists Turn to LLMs to Decipher Handwriting at Scale

Recent advancements in artificial intelligence are revolutionizing the transcription of handwritten historical documents, making previously inaccessible archives more usable for researchers and the public. Mark Humphries, a history professor at Wilfrid Laurier University in Ontario, has been at the forefront of this transformation, utilizing OpenAI's GPT-4 to analyze millions of World War I pension records. His research, published in May 2025, demonstrated that AI models significantly outperformed traditional handwriting recognition software, achieving lower error rates and faster processing times.

The implications of this technology extend beyond academia. Institutions like the University of North Carolina at Chapel Hill and the Federal Reserve Bank of Philadelphia are exploring AI transcription for various historical documents, enabling new avenues for research into topics such as enslaved ancestors and economic history. Lianne Leddy, a co-author of Humphries' study, emphasized that AI tools can uncover stories of Indigenous women from historical records, which would have taken years to analyze manually.

As AI continues to evolve, tools like Archive Pearl are being developed to democratize access to historical documents, allowing users to quickly obtain accurate transcriptions. This shift not only aids trained historians but also empowers non-experts and families seeking to explore their heritage, fundamentally changing the landscape of historical research.

RobotToday Initiative

Robotics needs a service framework.

RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.

Share

Related Articles/News

China’s Dexterous Hand Industry, 2026 Part 3 — The Players

China’s Dexterous Hand Industry, 2026 Part 3 — The Players

Five vendor archetypes, MIR’s composite top ten, eight company profiles and six field deployments — every firm linked to the RobotToday supplier directory.

Components and Hardware Humanoids
ARM Institute Secures $90 Million for Ten Military Manufacturing Modernization Projects

ARM Institute Secures $90 Million for Ten Military Manufacturing Modernization Projects

The ARM Institute has been awarded nearly $90 million for ten projects aimed at modernizing military manufacturing. This funding comes from the Organic Industrial Base (OIB) Modernization Challenge initiated by the Office of the Undersecretary of War Manufacturing Technology Office, supporting the U.S. Department of War's efforts to enhance defense manufa...

Defense / Security Financial Investments
RobotToday Weekly Briefing August 31 – September 4, 2026

RobotToday Weekly Briefing August 31 – September 4, 2026

This week in robotics: NVIDIA agrees to buy Hugging Face for $12.93 billion, Figure signs a $3.5 billion compute deal with Nscale for up to 100,000 GPUs, Tesla launches steering-wheel-free Cybercabs in Austin under NHTSA scrutiny, and Uber and Wayve bring the UK its first autonomous rides. August 31 – September 4, 2026.

RobotToday Weekly
AGIBOT Open-Sources 11,430 Robot Trajectories to Enhance Reinforcement Learning Research

AGIBOT Open-Sources 11,430 Robot Trajectories to Enhance Reinforcement Learning Research

AGIBOT, a Chinese robotics company, has released its WORLD 2026 dataset, featuring 11,430 robot trajectories aimed at advancing research in reinforcement learning for embodied AI. This dataset emphasizes learning from real-world interactions, capturing a range of experiences including successes, failures, and human interventions. The significance of this ...

AI and Robotics
MIT Lincoln Laboratory Researchers Explore Arctic Under-Ice Sounds and Communication Technologies

MIT Lincoln Laboratory Researchers Explore Arctic Under-Ice Sounds and Communication Technologies

Researchers from MIT Lincoln Laboratory have been analyzing under-ice sounds in the Arctic, utilizing commercial sensors deployed during the U.S. Navy's Operation Ice Camp (OIC). Their work aims to understand sound propagation through ice, which is crucial for monitoring environmental changes and military activities in the region. The significance of this...

Research Sensors Magnets
China’s Dexterous Hand Industry, 2026 Part 1 — The Demand Picture

China’s Dexterous Hand Industry, 2026 Part 1 — The Demand Picture

MIR Databank puts China dexterous hand shipments above 30,000 units in 2026, yet only 3.5% of 2025 demand came from factory production. Part 1 of 3.

Components and Hardware Humanoids
China’s Dexterous Hand Industry, 2026 Part 2 — The Technology

China’s Dexterous Hand Industry, 2026 Part 2 — The Technology

Linkage, tendon, direct drive or hybrid — and why hardware is converging while the DL1–DL5 manipulation scale decides who wins. Part 2 of 3.

Components and Hardware
Explore 10 Notable AI Scale-Ups in the Benelux Region for 2026

Explore 10 Notable AI Scale-Ups in the Benelux Region for 2026

The Benelux region showcases a diverse array of AI scale-ups, with the Netherlands leading with seven companies. These firms are innovating in various sectors, including medical imaging, energy optimization, and defense software, highlighting the region's significant contributions to high-stakes AI applications in Europe. This diversity is crucial as it d...

AI AI Funding & Investment AI Startups
Nscale and Figure Forge $3.5 Billion Partnership for Humanoid Robot Computing

Nscale and Figure Forge $3.5 Billion Partnership for Humanoid Robot Computing

Nscale has entered into a multi-year partnership with Figure, committing $3.5 billion to deploy up to 100,000 Nvidia GPUs for Figure's next generation of humanoid robots. The agreement has the potential to exceed $6 billion, with initial deployments of Nvidia Vera Rubin GPUs set for Barstow, Texas, starting in the latter half of 2027. This partnership is ...

AI AI Funding & Investment Robotics
Nscale Partners with Figure to Provide $3.5 Billion in AI Cloud Computing Capacity

Nscale Partners with Figure to Provide $3.5 Billion in AI Cloud Computing Capacity

Nscale has entered into a significant agreement to provide a minimum of $3.5 billion in AI cloud computing resources to the robotics startup Figure. This partnership not only enhances Figure's technological capabilities but also signifies Nscale's commitment to supporting innovative robotics solutions. The collaboration is crucial as it allows Figure to l...

PAIR Program Assists Carnegie Mellon Students in AI Research Exploration

PAIR Program Assists Carnegie Mellon Students in AI Research Exploration

Carnegie Mellon University's School of Computer Science emphasizes research as a core component of its academic environment. Faculty and graduate students are engaged in defining innovative questions and developing new methodologies that push the limits of their respective fields. The PAIR program plays a crucial role in guiding students to discover their...

RI Life Uncategorized
Former ByteDance and Tencent AI Researcher Sun Peng Joins Stardust Intelligence for Robot Learning

Former ByteDance and Tencent AI Researcher Sun Peng Joins Stardust Intelligence for Robot Learning

Sun Peng, a former core researcher in AI at ByteDance and Tencent, has joined Stardust Intelligence to improve post-training processes in robot reinforcement learning. This move is expected to enhance the capabilities of robots in learning from their environments more effectively. The significance of this development lies in the growing importance of rein...

Robotics Automation AI

Related Suppliers

BioRobotics Laboratory, Korea University of Technology and Education

South Korean university research laboratory focusing on haptics, exoskeletons, rehabilitation robotics, and autonomous ground vehicles.

Human Engineering Research Laboratories (HERL)

VA–Univ. of Pittsburgh research center founded 1994, developing wheelchair robotics and assistive mobility tech for veterans and people with disabilities.

Education & Research Healthcare & Senior Care Human-Machine Interaction

Robotics Education & Competition Foundation

The REC Foundation is a US nonprofit that runs VEX-based robotics and drone competitions reaching 1.1 million students across 70 countries.

IT+Robotics (IT)

IT+Robotics develops 3D machine vision systems for industrial robotics including EyeT+ random bin-picking, adaptive machining path generation and automated 3D completeness inspection for production quality control.

Software & Algorithm Provider Perception & Vision Control & Software Systems

Magellium (FR)

French software and data analytics company specializing in satellite image processing, remote sensing, and geospatial intelligence. Serves space, defense, and environmental monitoring sectors. Website unavailable at scrape time.

Software & Algorithm Provider Research Institute Perception & Vision

Ortelio Ltd

Ortelio Ltd is a UK cloud robotics research company founded in 2011 that develops AI platforms giving robots intelligence for service and healthcare tasks.

Education & Research Software & Algorithm Provider Research Institute

Industrial Technology Research Institute (ITRI) 工業技術研究院

Taiwan's leading government-backed applied R&D institute driving industrial and robotics innovation.

Education & Research Industrial Manufacturing Robot Manufacturer

Korea Aerospace Research Institute

South Korea's national government aerospace R&D institute leading space launch vehicles, satellite systems, UAVs, and aviation research.

MBARI (Monterey Bay Aquarium Research Institute)

US deep-sea research institute developing AUVs and ROVs for ocean exploration, including Ventana, Doc Ricketts, and Tethys.

inJoin the RobotToday community on LinkedIn

Daily robotics news, in-depth analysis, conference highlights, and discussions with professionals worldwide.