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README.md
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@@ -138,20 +138,20 @@ Predicted class: Populist (Confidence: 0.90)
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## Limitations
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- **Domain Specificity
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This model was trained on Bundestag speeches and may not generalize to all political discourse.
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- **Threshold Sensitivity
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The decision threshold (`0.56`) was optimized for this dataset but may need adjustment for other corpora.
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- **Potential Bias
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Political speech contains biases inherent in dataset labeling.
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## Ethical Considerations
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- **Not suitable for high-stakes decision-making
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This model is meant for **research purposes** in political discourse analysis.
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- **Bias & Context Dependence
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Populism is a complex concept. Automated detection should **not replace** human interpretation.
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- **Transparent Use
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Users should document and validate model outputs in their research.
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## License
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## Limitations
|
140 |
|
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+
- **Domain Specificity:**
|
142 |
This model was trained on Bundestag speeches and may not generalize to all political discourse.
|
143 |
+
- **Threshold Sensitivity:**
|
144 |
The decision threshold (`0.56`) was optimized for this dataset but may need adjustment for other corpora.
|
145 |
+
- **Potential Bias:**
|
146 |
Political speech contains biases inherent in dataset labeling.
|
147 |
|
148 |
## Ethical Considerations
|
149 |
|
150 |
+
- **Not suitable for high-stakes decision-making.**
|
151 |
This model is meant for **research purposes** in political discourse analysis.
|
152 |
+
- **Bias & Context Dependence:**
|
153 |
Populism is a complex concept. Automated detection should **not replace** human interpretation.
|
154 |
+
- **Transparent Use:**
|
155 |
Users should document and validate model outputs in their research.
|
156 |
|
157 |
## License
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