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Volume 631 Issue 8022, 25 July 2024
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Volume 631 Issue 8022, 25 July 2024

Garbage out

The explosion in generative artificial intelligence (AI) tools such as large language models has been powered by the vast sets of human-generated data used to train them. As these tools continue to proliferate and their output becomes increasingly available online, it is conceivable that the source of training data could switch to content generated by computers. In this week’s issue, Ilia Shumailov and colleagues investigate the likely consequences of such a shift. The results are not promising. The researchers found that feeding AI-generated data to a model caused subsequent generations of the model to degrade to the point of collapse. In one test, text about medieval architecture was used as the starting point, but by the ninth generation the model output was a list of jackrabbits. The team suggests that training models using AI-generated data is not impossible but that great care must be taken over filtering those data — and that human-generated data will probably still have the edge.

Cover image: JVG

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Research

  • News & Views

    • Can forest-degradation thresholds be identified to assess whether logged sites have conservation value? A long-term multi-species study reveals the effects on biodiversity when tropical forests are logged at differing intensities.

      • Umesh Srinivasan
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    • Field studies reveal that the woody surfaces of upland trees are a substantial global sink for methane, a potent greenhouse gas. The findings help to fill a hole in the global methane budget and should improve the accuracy of climate models.

      • Patrik Vestin
      News & Views
    • How plants sense their orientation in relation to gravity and steer their root and shoot growth accordingly is not fully understood. The discovery of key steps needed for this process fills in some of the gaps in our knowledge.

      • Suruchi Roychoudhry
      • Stefan Kepinski
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    • Amyloid-β peptides and tau proteins form filaments in the brain in Alzheimer’s disease. Using an electron microscopy approach to visualize thin slices of brain tissue in 3D, these filaments can be seen in their native environment.

      • Sjors H. W. Scheres
      News & Views
  • Articles

    • We find that, in the quantum transition of Ising spin glass, the closing of the gap at the critical point can remain algebraic by restricting the symmetry of possible excitations, which is crucial for quantum annealing.

      • Massimo Bernaschi
      • Isidoro González-Adalid Pemartín
      • Giorgio Parisi
      Article Open Access
    •  Analysis shows that indiscriminately training generative artificial intelligence on real and generated content, usually done by scraping data from the Internet, can lead to a collapse in the ability of the models to generate diverse high-quality output.

      • Ilia Shumailov
      • Zakhar Shumaylov
      • Yarin Gal
      Article Open Access
    • Comparison of terahertz spectroscopy measurements with theoretical results for the Heisenberg–Ising chain antiferromagnet demonstrates the existence of repulsively bound magnons in large transverse fields below the quantum critical point.

      • Zhe Wang
      • Catalin-Mihai Halati
      • Corinna Kollath
      Article
    • The thermoelectric material Mg3Bi2 is shown to be ductile in single-crystal form along certain directions, with a room-temperature tensile strain of 100%, which is attributed to the gliding of dislocations.

      • Peng Zhao
      • Wenhua Xue
      • Qian Zhang
      Article
    • Three-dimensional photo-printable resin chemistry yields an elastomer with tensile strength of 94.6  MPa and toughness of 310.4  MJ  m−3, both of which far exceed that of any three-dimensional printed elastomer.

      • Zizheng Fang
      • Hongfeng Mu
      • Tao Xie
      Article
    • Studies of in situ woody surface methane exchange in upland tropical, temperate and boreal forest trees find that methane uptake can result in a net tree methane sink that is globally significant and demonstrates an additional climate benefit provided by trees.

      • Vincent Gauci
      • Sunitha Rao Pangala
      • Yadvinder Malhi
      Article Open Access
    • Analysis of peridotites reveals ultralow oxygen fugacity, suggesting that rafts of ancient, ultrareduced mantle were generated by deep melting at high temperatures and continue to circulate in the modern mantle, although they contribute little to modern ridge volcanism.

      • Suzanne K. Birner
      • Elizabeth Cottrell
      • Jessica M. Warren
      Article
    • An analysis of the impact of logging intensity on biodiversity in tropical forests in Sabah, Malaysia, identifies a threshold of tree biomass removal below which logged forests still have conservation value.

      • Robert M. Ewers
      • C. David L. Orme
      • Cristina Banks-Leite
      Article Open Access
    • A cave art scene at Leang Karampuang, Indonesia, dated to at least 51,200 years ago using laser-ablation uranium-series imaging, depicts human-like figures interacting with a pig.

      • Adhi Agus Oktaviana
      • Renaud Joannes-Boyau
      • Maxime Aubert
      Article Open Access
    • Analyses of 475 ancient horse genomes show modern horses emerged around 2200 bce, coinciding with sudden expansion across Eurasia, refuting the narrative of large horse herds accompanying earlier migrations of steppe peoples across Europe.

      • Pablo Librado
      • Gaetan Tressières
      • Ludovic Orlando
      Article Open Access
    • Using a globally distributed standardized aerial sampling of fungal spores, we show that the hyperdiverse kingdom of fungi follows globally highly predictable spatial and temporal dynamics, with seasonality in both species richness and community composition increasing with latitude.

      • Nerea Abrego
      • Brendan Furneaux
      • Otso Ovaskainen
      Article Open Access
    • To mitigate phage infection, an antiphage defence system in bacteria conjugates a ubiquitin-like protein to a structural protein of the phage, demonstrating that conjugation of ubiquitin-like proteins is an antiviral strategy conserved across all life forms.

      • Jens Hör
      • Sharon G. Wolf
      • Rotem Sorek
      Article
    • Insufficient AHR activation has been suggested in SLE, and augmenting AHR activation therapeutically may prevent CXCL13+ TPH/TFH differentiation and the subsequent recruitment of B cells and formation of lymphoid aggregates in inflamed tissues.

      • Calvin Law
      • Vanessa Sue Wacleche
      • Deepak A. Rao
      Article
    • Using cryo-electron tomography and single-particle cryo-electron microscopy of functional synaptic vesicles, a V-ATPase–synaptophysin interface was found to regulate synaptic vesicle biogenesis and alter seizure susceptibility.

      • Chuchu Wang
      • Wenhong Jiang
      • Axel T. Brunger
      Article Open Access
    • Cryo-electron microscopy and X-ray structures of the glutamylation eraser CCP5 in complexes with glutamylated microtubules and tubulin tails show that the substrate backbone adopts a bent conformation that presents the branch glutamate to a substrate-binding pocket on CCP5.

      • Jiayi Chen
      • Elena A. Zehr
      • Antonina Roll-Mecak
      Article
    • The in-tissue architectures of β-amyloid and tau pathology in a postmortem Alzheimer’s disease donor brain are determined, showing fibril heterogeneity is spatially organized by subcellular location and suggesting applications to a broad range of neurodegenerative diseases.

      • Madeleine A. G. Gilbert
      • Nayab Fatima
      • René A. W. Frank
      Article Open Access
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