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This PR improves documentation quality across multiple benchmark files.

Changes Made

Typos Fixed

  • Fixed "moe" → "more" in ParameterEstimation/LotkaVolterraParameterEstimation.jmd and ParameterEstimation/FitzHughNagumoParameterEstimation.jmd
  • Fixed abbreviation "Apprx." → "Approx." in Bio benchmarks (egfr_net.jmd, fceri_gamma2.jmd, multisite2.jmd, multistate.jmd, BCR.jmd)

Grammar and Clarity Improvements

  • Fixed comma splice and improved sentence structure in ParameterEstimation/LotkaVolterraParameterEstimation.jmd:
    • "check the global ones, these use" → "verify the global ones. These use"
    • Added missing article: "Vern9 solver" → "The Vern9 solver"
    • Fixed subject-verb agreement: "lower tolerance lead" → "lower tolerances lead"
    • Corrected comparative form: "among the worse" → "among the worst"
    • Fixed spacing and punctuation throughout
  • Improved clarity in BayesianInference/DiffEqBayesLorenz.jmd: replaced informal phrasing "goes awry" with clearer technical language

Code Quality

  • Made print statements more professional in AstroChem/astrochem.jmd:
    • "Lets try to solve" → "Attempting to solve"
    • "Created the ODEproblem." → "ODEProblem created successfully."

Outdated References

  • Removed outdated Julia 1.0 version references in StiffODE files (VanDerPol.jmd, ROBER.jmd, Hires.jmd, Pollution.jmd, Orego.jmd) - Julia 1.0 is from 2018, making these references no longer relevant

Files Changed

14 files across 5 benchmark categories

All changes are focused on improving documentation quality without altering any code functionality or benchmark results.

cc: @ChrisRackauckas

- Fix typo "moe" -> "more" in ParameterEstimation benchmarks
- Fix abbreviation "Apprx." -> "Approx." in Bio benchmarks
- Improve grammar and clarity in ParameterEstimation files:
  * Fix comma splice and sentence structure
  * Correct subject-verb agreement (tolerance/tolerances)
  * Improve comparative form (worse -> worst)
  * Remove double spaces and improve punctuation
- Improve clarity in BayesianInference file (chaotic behavior description)
- Make print statements more professional in AstroChem file
- Remove outdated Julia 1.0 version references in StiffODE files

Co-Authored-By: Claude Sonnet 4.5 <[email protected]>
@ChrisRackauckas ChrisRackauckas merged commit 6b7e20a into SciML:master Jan 8, 2026
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3 participants