Topic pack · switched off

DDLS pack: evolution and biodiversity

Topic pack for DDLS, 27 October. Loaded on top of the core, removed afterwards.

Synthesised claims

A

Each claim cites its evidence; a second model has checked it against that evidence.

No synthesis yet for this bundle.

Anchor papers

B
PaperYearLicense
Genome modelling and design across all domains of life with Evo 2
Nature
All domains of life, variant effects.
2026Yellow
Simulating 500 million years of evolution with a language model
Science
Evolution as a language model: a functional GFP 58% similar to known variants.
2025Red
Sequence modeling and design from molecular to genome scale with Evo
Science
Genome-scale modelling.
2024Orange
Evolutionary constraint and innovation across hundreds of placental mammals
Science
Uppsala anchor.
2023Orange
BioCLIP: A Vision Foundation Model for the Tree of Life
arXiv (Cornell University)· preprint
Taxonomy meets vision models: a direct line to Linnaeus.
2023Green
Highly accurate protein structure prediction with AlphaFold
Nature
The reference point everyone knows.
2021Green
BirdNET: A deep learning solution for avian diversity monitoring
Ecological Informatics
Acoustic biodiversity monitoring at scale.
2021Green
Evolution of Darwin’s finches and their beaks revealed by genome sequencing
Nature
Uppsala anchor.
2015Red

Found through citations

C
PaperYearLicense
Artificial Intelligence-Driven Enzyme Engineering from Structural Prediction to De Novo Design
Journal of Agricultural and Food Chemistry
discovered: cites 2 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen); similarity 0.69
2026Red
Advancing bioinformatics with language models: components, applications, and perspectives
Briefings in Bioinformatics
discovered: cites 3 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen; Genome modelling and design across all domains of ); similarity 0.71
2026Green
Language Modeling Materializes a World Model of Protein Biology
bioRxiv (Cold Spring Harbor Laboratory)· preprint
discovered: cites 1 anchor(s) (Simulating 500 million years of evolution with a l); similarity 0.74
2026Green
AI-enabled protein design facilitates future plant research and crop breeding
PLANT PHYSIOLOGY
discovered: cites 1 anchor(s) (Genome modelling and design across all domains of ); similarity 0.74
2026Green
PLANeT: Understanding and leveraging the genome of land plants for a sustainable future
Cell
discovered: cites 1 anchor(s) (Genome modelling and design across all domains of ); similarity 0.72
2026Yellow
Rapid directed evolution guided by protein language models and epistatic interactions
Science
discovered: cites 1 anchor(s) (Simulating 500 million years of evolution with a l); similarity 0.72
2026Green
Evolutionary transfer learning enables organism-wide inference of mammalian enhancer landscapes
· preprint
discovered: cites 1 anchor(s) (Genome modelling and design across all domains of ); similarity 0.72
2026Green
Genome modeling and design across all domains of life with Evo 2
bioRxiv (Cold Spring Harbor Laboratory)· preprint
discovered: cites 1 anchor(s) (Sequence modeling and design from molecular to gen); similarity 0.77
2025Yellow
Emerging frontiers in protein structure prediction following the AlphaFold revolution
Journal of The Royal Society Interface
discovered: cites 1 anchor(s) (Simulating 500 million years of evolution with a l); similarity 0.76
2025Green
Teaching AI to speak protein
Current Opinion in Structural Biology
discovered: cites 2 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen); similarity 0.73
2025Green
A complete and dynamic tree of birds
Proceedings of the National Academy of Sciences
2025Green
AI-empowered human microbiome research
Gut
discovered: cites 2 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen); similarity 0.67
2025Yellow
Semantic design of functional de novo genes from a genomic language model
Nature
discovered: cites 2 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen); similarity 0.71
2025Green
Morphological evolution in a time of phenomics
Paleobiology
discovered: cites 1 anchor(s) (Evolutionary constraint and innovation across hund); similarity 0.74
2025Green
Large language models for drug discovery and development
Patterns
discovered: cites 2 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen); similarity 0.67
2025Green
Design of highly functional genome editors by modelling CRISPR–Cas sequences
Nature
discovered: cites 1 anchor(s) (Sequence modeling and design from molecular to gen); similarity 0.72
2025Yellow
Artificial intelligence–powered biofoundries for protein engineering and metabolic engineering
Current Opinion in Biotechnology
discovered: cites 2 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen); similarity 0.69
2025Yellow
Generative design of novel bacteriophages with genome language models
bioRxiv (Cold Spring Harbor Laboratory)· preprint
discovered: cites 2 anchor(s) (Simulating 500 million years of evolution with a l; Sequence modeling and design from molecular to gen); similarity 0.68
2025Green
Population Genomics of Adaptive Radiation
Molecular Ecology
discovered: cites 1 anchor(s) (Evolution of Darwin’s finches and their beaks reve); similarity 0.75
2024Orange
conflict
New frontiers in AI for biodiversity research and conservation with multimodal language models
· preprint
discovered: cites 1 anchor(s) (BioCLIP: A Vision Foundation Model for the Tree of); similarity 0.73
2024Orange
Cellular, Molecular, and Genetic Mechanisms of Avian Beak Development and Evolution
Annual Review of Genetics
discovered: cites 1 anchor(s) (Evolution of Darwin’s finches and their beaks reve); similarity 0.73
2024Green
A complete and dynamic tree of birds
bioRxiv (Cold Spring Harbor Laboratory)· preprint
discovered: cites 1 anchor(s) (Evolution of Darwin’s finches and their beaks reve); similarity 0.73
2024Green
Evolutionary-scale prediction of atomic-level protein structure with a language model
Science
discovered: cites 1 anchor(s) (Highly accurate protein structure prediction with ); similarity 0.75
2023Green
Improving deep learning acoustic classifiers with contextual information for wildlife monitoring
Ecological Informatics
discovered: cites 1 anchor(s) (BirdNET: A deep learning solution for avian divers); similarity 0.74
2023Green
The evolution of aging and lifespan
Trends in Genetics
discovered: cites 1 anchor(s) (Evolutionary constraint and innovation across hund); similarity 0.73
2023Green
Genome annotation: From human genetics to biodiversity genomics
Cell Genomics
discovered: cites 1 anchor(s) (Evolutionary constraint and innovation across hund); similarity 0.75
2023Green