Papers with 2B-9B-parameter decoder LLMs
HebID: Detecting Social Identities in Hebrew-language Political Text (2025.findings-emnlp)
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| Challenge: | Existing NLP datasets focus on coarse-grained identity categories . existing datasets are mostly English-centric and focus on fine-grain categories based on cultural contexts. |
| Approach: | They introduce the first multilabel Hebrew corpus for social identity detection . they use Hebrew-tuned encoders alongside 2B-9B-parameter decoders . |
| Outcome: | The proposed classifier is based on a national public survey and uses Hebrew-tuned encoders to analyze political discourse and political speeches. |