New cognitive linguistic entropy measurement finds Claude Shannon's communications paper surpasses both the Turing Machine (1936) and the Turing Test (1950) — LingEQ Engine launched globally August 1
SILICON VALLEY, Calif., Aug. 6, 2026 /PRNewswire/ -- A study applying linguistic entropy measurement to 50 landmark AI papers — spanning 1936 to 2025 — has produced a counterintuitive result: the text with the highest measured cognitive density was not written about AI. Claude Shannon's 1948 A Mathematical Theory of Communication registers the highest LEQ (194, Linguistic Entropy Quotient) value in the entire corpus — surpassing Turing's 1936 On Computable Numbers (LEQ 193) and Turing's 1950 Turing Test paper (LEQ 189). GPT-3, AlphaFold, and DeepSeek-R1 cluster between 168 and 170. The 1955 Dartmouth Proposal, which named the field of artificial intelligence, registers the lowest early-period value at 150. Early AI texts created new conceptual objects and theoretical boundaries; recent landmark work, however transformative, builds within established frameworks.
The study, 90 Years Engraved by Entropy: LEQ Analysis of 50 Landmark AI Papers, is the inaugural release of the LingEQ Curation Series. Conducted using the LingEQ Engine, the study uses multiple language models as analytical instruments, calibrated against an anchor corpus to produce reproducible linguistic entropy values. Its measurements are derived entirely from the text itself, independent of authorship, publication venue, or citation history. The theoretical framework is presented in The Scale of Language, forthcoming from Springer Nature.
The research addresses a structural gap in scientific publishing. arXiv now receives over 20,000 preprints each month, while papers can spend one to two years in peer review. AI can generate increasingly polished texts, making originality and reliability harder to assess. Each submission is evaluated by two or three reviewers, introducing sampling bias and the limits of individual expertise. Foundational work may disappear into an unread database, while papers aligned with current trends can accumulate citations despite limited lasting value. Peer review measures consensus, citation counts measure influence - neither measures what a text actually contains.
LingEQ Engine opened for global public beta on August 1, 2026.
About LingEQ Technologies:
LingEQ Technologies (LingEQ.com) is an independent language measurement platform quantifying the cognitive depth of written text in the age of AI, operating across Silicon Valley, Brisbane, Hong Kong, and Shenzhen.
Media contact:
lingeqcs@lingeq.com
** This press release is distributed by PR Newswire through automated distribution system, for which the client assumes full responsibility. **
LingEQ Study Finds: The Most Cognitively Dense Paper in 90 Years of AI History Was Not Written About AI
LingEQ Study Finds: The Most Cognitively Dense Paper in 90 Years of AI History Was Not Written About AI
DUBAI, UAE, Aug. 19, 2026 /PRNewswire/ -- A study has estimated the Social Return on Investment (SROI) of 80 Dubai Police community initiatives at AED 647.9 million ($176.4 million), reflecting the wider social, economic and security value created for 3.8 million beneficiaries between 2017 and 2026.
Conducted by the Future Foresight Centre, the study examined initiatives across education, health, awareness and sport and measured their contribution to security, economic and social outcomes, including public safety, crime prevention, trust in police and quality of life.
The study found that economic and community contributions accounted for AED 542.7 million ($147.8 million) of the total SROI. Initiatives supporting quality of life generated AED 31.7 million ($8.6 million), while AED 62.8 million ($17.1 million) was attributed to initiatives contributing to public trust. A further AED 5 million ($1.36 million) was linked to community wellbeing, while AED 5.7 million ($1.55 million) came from initiatives promoting accessibility and opportunities for participation across society.
The research also examined statistical relationships between community initiatives and key security and social indicators. It found positive correlations of 0.44 with the Happiness Index, 0.45 with the Happiness, Security and Awareness Index, and 0.44 with enhanced perceptions of safety.
The analysis also identified inverse relationships with crime related indicators. Increased implementation of community initiatives coincided with lower levels of concerning crimes, recording a negative correlation of 0.41. The study also found a negative 0.796 correlation between customer happiness and crime rates.
Lieutenant General Abdulla Khalifa Al Marri, Commander-in-Chief of Dubai Police, said the results reflect the effectiveness of developing sustainable community initiatives around society's needs, while strengthening community partnerships and supporting quality of life. He described community initiatives as an important pillar of sustainable security, contributing to trust in police, perceptions of safety and crime prevention.
Among the initiatives assessed, 'Positive Spirit' initiative reached two million people, while Esaad benefited more than 1.15 million. Ride with Dubai Police reached 40,000 people, while activities associated with the UAE SWAT Challenge benefited 51,000.
The study also found that 7,189 volunteers contributed 249,916 hours between 2017 and 2026, generating estimated financial savings of AED 21.7 million ($5.9 million).
The findings show how sustained community engagement can translate into measurable social and economic value while supporting preventive security, stronger public trust, improved quality of life and greater social stability.
** This press release is distributed by PR Newswire through automated distribution system, for which the client assumes full responsibility. **
Dubai Police Initiatives Drive $176.4 Million in Social Value and Gains in Safety, Wellbeing and the Economy, Study Reveals
