Rename to dialect-fair-hate-classifier (drop 'Guardian')

README.md

@@ -15,11 +15,11 @@ metrics:
 - recall
 ---
 
-# Guardian — Dialect-Fair Hate Classifier (ModernBERT-large)
+# Dialect-Fair Hate Classifier (ModernBERT-large)
 
 A binary hate-speech classifier fine-tuned from [ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large), explicitly debiased against **African-American English (AAE) false positives**.
 
-Off-the-shelf toxicity/hate classifiers flag benign AAE text as hateful at **2x+** the rate of benign General-American English (Sap et al. 2019). Guardian targets and measures that gap directly: it catches **93% of hate** while keeping the benign-AAE false-positive rate within **~0.04** of the benign-GAE rate.
+Off-the-shelf toxicity/hate classifiers flag benign AAE text as hateful at **2x+** the rate of benign General-American English (Sap et al. 2019). This classifier targets and measures that gap directly: it catches **93% of hate** while keeping the benign-AAE false-positive rate within **~0.04** of the benign-GAE rate.
 
 Author: **Guy Grigsby** (Aeryx-ai). License: MIT.
 
@@ -45,8 +45,8 @@ The dialect FP gap is near-parity across the whole frontier (raw bias is ~5x low
 import torch
 from transformers import AutoModelForSequenceClassification, AutoTokenizer
 
-tok = AutoTokenizer.from_pretrained("Aeryx-ai/guardian-dialect-fair-hate")
-model = AutoModelForSequenceClassification.from_pretrained("Aeryx-ai/guardian-dialect-fair-hate").eval()
+tok = AutoTokenizer.from_pretrained("Aeryx-ai/dialect-fair-hate-classifier")
+model = AutoModelForSequenceClassification.from_pretrained("Aeryx-ai/dialect-fair-hate-classifier").eval()
 
 def hate_prob(text):
     enc = tok(text, return_tensors="pt", truncation=True, max_length=256)
@@ -74,11 +74,11 @@ Loss reweighting and DANN-style adversarial debiasing were tried; **data volume
 ## Citation
 
 ```
-@misc{grigsby2026guardian,
-  title  = {Guardian: A Dialect-Fair Hate Classifier},
+@misc{grigsby2026dialectfair,
+  title  = {A Dialect-Fair Hate Classifier},
   author = {Grigsby, Guy},
   year   = {2026},
-  howpublished = {\url{https://huggingface.co/Aeryx-ai/guardian-dialect-fair-hate}}
+  howpublished = {\url{https://huggingface.co/Aeryx-ai/dialect-fair-hate-classifier}}
 }
 ```