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README.md

@@ -6,18 +6,17 @@ tags:
 - sentiment-analysis
 - modernbert
 - financial-nlp
-- unsloth
 datasets:
 - neoyipeng/financial_reasoning_aggregated
 metrics:
 - accuracy
 widget:
-- text: The company reported strong quarterly earnings with revenue beating expectations.
-  example_title: Positive Example
-- text: Stock prices fell sharply following disappointing guidance from management.
-  example_title: Negative Example
-- text: The merger is expected to close in Q3 pending regulatory approval.
-  example_title: Neutral Example
+- text: "The company reported strong quarterly earnings with revenue beating expectations."
+  example_title: "Positive Example"
+- text: "Stock prices fell sharply following disappointing guidance from management."
+  example_title: "Negative Example"
+- text: "The merger is expected to close in Q3 pending regulatory approval."
+  example_title: "Neutral Example"
 ---
 
 # ModernFinBERT: Financial Sentiment Analysis
@@ -38,7 +37,7 @@ ModernFinBERT is a financial sentiment analysis model based on the ModernBERT ar
 
 | Model | Accuracy | Architecture | Parameters |
 |-------|----------|--------------|------------|
-| **ModernFinBERT** (ours) | **81.96%** | ModernBERT-base | 149M |
+| **ModernFinBERT** (ours) | **82.32%** | ModernBERT-base | 149M |
 | FinBERT-tone | 79.18% | BERT-base | 109M |
 
 ModernFinBERT achieves state-of-the-art performance on financial sentiment analysis, outperforming the widely-used FinBERT-tone model.