Multimodal AI training data has a speculation problem.
Turing solved it: 500+ video description tasks where every detail had to be confirmed on screen. No inferred emotions. No assumed motivations. No outside knowledge. Period.
3-agent pipeline. 3-layer QA. 8-dimension rubric.
Turing
9,934 posts
Our mission is to accelerate superintelligence to drive real economic progress.
- Turing reposted🤖 How can AI help teams focus more on the work that matters most? At @turingcom, Google Workspace with Gemini now automates 80% of people ops tickets, freeing teams to spend more time on meaningful work and collaboration.→ goo.gle/4eFU2Rr
- Turing repostedThe energy at ICLR in Rio was incredible! From researchers pushing the boundaries of AI to conversations about what's coming next, every interaction reminded us why this community matters. Next stop: @icmlconf in Seoul.🇰🇷 We're excited to keep the conversation going. See you00:00
- 🤖 How can AI help teams focus more on the work that matters most? At @turingcom, Google Workspace with Gemini now automates 80% of people ops tickets, freeing teams to spend more time on meaningful work and collaboration.→ goo.gle/4eFU2Rr
- Main conference, tutorials, workshops... no sleep. Seoul is the place to be July 6-11. See you at COEX! Booth 8406. #ICML2026
- Most AI benchmarks measure model outputs. Enterprise buyers care about something different: can models reliably generate the artifacts businesses actually use? Turing built a benchmark spanning 1,500+ validated artifacts across PPTX, DOCX, PDF, HTML, JSON, Excel, CSV, TXT, and
- Turing repostedBenchmarks are hitting record scores. Scientists are still waiting for models that help them finish the actual work. Turing's Charlotte Tao and Tristan Tager will address that gap at the @icmlconf in Seoul with a new framework for evaluating frontier AI on real scientific
- Attending ICML 2026 in Seoul? Turing is hosting a Happy Hour on Wednesday, July 8 from 6:00 to 9:00 PM. Researchers, enterprise AI leaders, and the people closing the gap between frontier models and real-world deployment, all in one room. Drinks and hors d'oeuvres included.
- Turing repostedMost AI benchmarks focus on text. The real world runs on tables. Financial statements, regulatory filings, research papers, healthcare records, and enterprise reports all contain critical information embedded in structured data. Yet table reasoning remains one of the most
- Turing repostedBreaking into great tech jobs shouldn't require a perfect resume, or surviving six rounds of interviews. Turing is changing that. One assessment. No experience gatekeeping. No recruiter small talk. No application black holes. Qualify and unlock access to remote software
- Turing repostedMost annotation projects describe what's in an image. This one required evaluators to plan a 15-shot advertising arc, specify camera motion for every shot, write 12+ voice-over lines per storyboard grounded strictly in real product inputs, and validate outputs against live video
