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(Mis)Fitting: A Survey of Scaling Laws, with Sneha Kudugunta

Sep 15, 2026

Virtual / Online

Cohere Federal Services Inc.
Modern foundation models rely heavily on using scaling laws to guide crucial training decisions. Researchers often extrapolate the optimal architecture and hyper parameters settings from smaller training runs by describing the relationship between, loss, or task performance, and scale. All components of this process vary, from the specific equation being fit, to the training setup, to the optimization method. Each of these factors may affect the fitted law, and therefore, the conclusions of a given study. We discuss discrepancies in the conclusions that several prior works reach, on questions such as the optimal token to parameter ratio. We augment this discussion with our own analysis of the critical impact that changes in specific details may effect in a scaling study, and the resulting altered conclusions. Additionally, we survey over 50 papers that study scaling trends: while 45 of these papers quantify these trends using a power law, most under-report crucial details needed to reproduce their findings. To mitigate this, we propose a checklist for authors to consider while contributing to scaling law research.

This talk is part of Cohere Labs in Conversation, a limited series of talks, in which Cohere Labs scientists and engineers host external researchers for technical talks and Q&A discussions on subjects related to our current explorations at Cohere Labs. We look forward to sharing these talks with you, giving you a glimpse into the problems we're exploring, and learning together from some of the greatest minds in the field.
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Events We Are Sponsoring

Sep 16-17, 2026

Montréal, QC, CA

Canada’s most important AI event brings together 6,500+ decision-makers and experts. This is where AI insights, investments and connections turn into real opportunities for your business, career or product.

ALL IN embodies a bold vision for the future of AI, bringing together leaders from the Canadian and international ecosystems to shape innovation and collaboration in this strategic sector.

ALL IN is where Canada’s AI ecosystem comes together in one place.

  • Meet startups, investors, and industry leaders shaping AI
  • Learn about real AI & tech use cases
  • Hear from top AI experts and researchers
  • Build connections with decision-makers
  • Turn experts’ insights into real business and economic impact

Sep 18-20, 2026

Waterloo, ON, CA

This September, join 1,000+ hackers from around the world and build with people who think differently. Learn from world-class mentors, connect with the community, and turn ideas into something real. 13 years in, Hack the North continues to bring hands-on workshops, unforgettable experiences, and real connections with the companies shaping what's next in tech.

Not from Waterloo? We cover food, help with travel expenses, and provide lodging so you can focus on turning your dreams into reality.

You belong in tech

Breaking into tech isn't always straightforward. Hack the North is built to lower those barriers, bringing together attendees from around the world in a space where everyone can learn, build, and dream bigger!

Defense and intelligence organizations depend on rapidly transforming massive supply chain, logistics and operational data into actionable insights. Fragmented data environments and manual analysis often delay the intelligence needed to support critical C-SCRM initiatives. Securely connecting trusted AI to your enterprise data closes these gaps, empowering analysts to surface systemic vulnerabilities and deliver decisive intelligence.

Join us to learn how Cohere and Tableau can maximize your analytical capabilities to:

  • Bridge the Data Gap: Securely connect disparate data in Tableau with Cohere’s advanced LLMs to accelerate intelligence analysis and proactive risk discovery
  • Contextualize Supply Chain Risk: Provide AI with mission and procurement context to identify critical adversarial threats and surface hidden dependencies
  • Automate Briefings & Boost Productivity: Search and summarize trusted data to alleviate analyst workloads and generate ready-to-deliver intelligence briefs
    Register today to explore practical strategies for applying enterprise AI to maximize the value of your data and fortify your supply chain.

    Oct 12-14, 2026

    Washington, DC

    The Association of the United States Army’s Annual Meeting is the largest land power exposition and professional development forum in North America. Taking place over three days, the Annual Meeting is designed to deliver the Army’s message by highlighting the capabilities of organizations and presenting a wide range of industry products and services. AUSA accomplishes this task throughout the entire event by providing informative and relevant presentations on the State-of-the-Army, panel discussions and seminars on pertinent military and national security subjects, and a variety of valuable networking events available to all that attend.

    The AUSA Annual Meeting, is designed to deliver the Army’s message by highlighting the capabilities of Army organizations and presenting a wide range of industry products and services. In addition to the expansive show floor filled with 700+ exhibitors, attendees have access to:

    • Informative and relevant presentations on the state of the Army
    • Panel discussions and seminars on pertinent military and national security subjects
    • A variety of valuable networking events including ticketed dinners and receptions
    • A hands-on opportunity to specify and see the latest technology in action

    AUSA’s Annual Meeting includes the total Army – Regular Army, Guard, Reserve, civilians, and family members. It is one of the three key communication platforms employed by the Army to educate and inform government, academic, civic, and veteran advocates and leadership on Army priorities and issues impacting today’s Army.

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