Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Advancing codon language modeling with synonymous codon constrained masking.

  PMID 41736545 · PMC12956333 · Nucleic acids research · 2026 · 8 claims · 7 setups

  Full-text index only

  SynCodonLM introduces synonymous codon-constrained masking, restricting masked-codon prediction to only synonymous codon options via logit masking before softmax

  cds syncodonlm escherichia rscu masked t-sne pca

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned

• scArchon: a scalable benchmarking framework for assessing single-cell perturbation models.

  PMID 42121287 · PMC13162514 · Genome biology · 2026 · 8 claims · 8 setups

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  scArchon is a reproducible, modular, Snakemake-based benchmarking platform that evaluates perturbation response prediction tools in a standardized, containerized, extensible manner.

  pbmcs epithelial liver glioblastoma scrna-seq gene dimensionality

• Grad-seq identifies KhpB as a global RNA-binding protein in Clostridioides difficile that regulates toxin production.

  PMID 37223250 · PMC10117727 · microLife · 2021 · 8 claims · 9 setups

  Has reproduction · 50

  Grad-seq resolves in-gradient sedimentation profiles for ~87-88% of annotated C. difficile transcripts and ~50% of annotated proteins, providing a comprehensive RNA-protein complexome resource

  difficile grad-seq rna-seq lc-ms