Update README.md

README.md

@@ -153,10 +153,10 @@ Single source of truth: `src/config.py` (`BEST_HPARAMS`).
 
 ## Ethical considerations
 
-- In many fields, when a measure becomes a target it ceases to be a good measure; that is likley true with reward hacking this design as well.
+- In many fields, when a measure becomes a target it ceases to be a good measure; that is likely true with reward hacking this design as well.
 - This release is for research and methodological development.
 - The field of Paleobiology includes data with known incompleteness and occasional inconsistencies;
-- As models trained on this system reflect curator-assigned taxonomy in PBDB, they reflect such inconsisistencies across recorded embeddings.
+- As models trained on this system reflect curator-assigned taxonomy in PBDB, they reflect such inconsistencies across recorded embeddings.
 - The pipeline records edges as-observed and does not “resolve” taxonomic disputes.
 
 ## Citation