Cohere

1 gain · 0 problem · 0 high-evidence

1. gainMedia & ArtsModerate evidenceImpact 78

   The sensor-driven LSTM system behind 1 the Road demonstrated an ability to generate locally fluent text with occasionally striking word combinations in selected passages.

   Published 2026-08-04, this peer-reviewed comparative case study examines passages from George Orwell's Nineteen Eighty-Four and Ross Goodwin's 2018 sensor-driven LSTM book 1 the Road to assess how generative systems handle literary coherence and creative agency.

   Aug 8, 2026

   1 source

   • DialogicaPeer-reviewed
2. problemMedia & ArtsModerate evidenceImpact 78

   The same system showed substantially weaker longer-range referential and narrative continuity, lacking the sustained plotting and thematic organisation observed in Orwell's novel.

   Published 2026-08-04, this peer-reviewed comparative case study examines passages from George Orwell's Nineteen Eighty-Four and Ross Goodwin's 2018 sensor-driven LSTM book 1 the Road to assess how generative systems handle literary coherence and creative agency.

   Aug 8, 2026

   1 source

   • DialogicaPeer-reviewed
3. problemHealthModerate evidenceImpact 68

   Deep learning OCT models trained on a single dataset often degrade across scanners and sites due to device-dependent speckle variability, limiting reliability in real-world screening.

   Researchers developed NA-DyCNN, a lightweight noise-aware dynamic convolutional network for OCT-based retinal disease classification that explicitly models post-acquisition speckle variability during training to improve cross-scanner robustness.

   Aug 15, 2026

   1 source

   • Journal of Biomedical OpticsPeer-reviewed
4. gainMedia & ArtsModerate evidenceImpact 68

   AI systems using RNNs, Transformers and GANs can compose coherent melodies and full pieces, increasing efficiency and diversity of music creation.

   This peer-reviewed overview from November 2025 surveys how music generation moved from rule-based approaches to deep learning models such as RNNs, Transformers and GANs, detailing their architectures and training and noting current ability to produce coherent melodies and complete pieces.

   Jul 20, 2026

   1 source

   • Advances in Engineering Technology ResearchPeer-reviewed
5. gainPolicyModerate evidenceImpact 56

   Government agencies now have access to a purpose-built enterprise AI agents platform for deployment in public sector environments.

   On July 30, 2026, a purpose-built enterprise AI agents platform was described as now available to government agencies, extending secure, sovereign AI deployment options to the public sector.

   Aug 16, 2026

   1 source

   • The Manila TimesJournalism