Update README.md

Update README.md

Update README.md

Correct license to Apache 2.0, matching the base encoder whose weights this checkpoint redistributes unchanged

Drop the unbounded-score caveat from the Architecture table

Remove unpublished ablation-variant details (Model Variants table, per-head metrics) -- only BMse is published in this repo

Link the published annotation dataset (datasets: frontmatter + Training Data section)

Update README.md

Fix meta-device crash on newer transformers; document required transformers==4.46.3

Address README feedback: drop unverified Qwen-Marketing claim, drop 'real/not illustrative' meta-commentary, clarify fixed eval split, cleaner pipeline example (named document var, int output)

Add trust_remote_code wrapper (custom AutoModel + pipeline), base_model metadata, weights, and expanded model card

Update README.md

Logo chnage

Logo change

Add quality classifier badge icon and remove subtitle

Add MarkTeam branding with logo and purple theme

Add training and inference code

Initial commit: FineWeb-Marketing Classifier model card