Papers by Abubakar Sadiq Muhammad
Counterspeech Generation using Small Language Models (2026.acl-srw)
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| Challenge: | Social media use is growing annually with about 68.5% of the global population active on these platforms as of July 2025. |
| Approach: | They evaluate SLMs ranging from 100 million to 3 billion parameters using simple prompting strategies as well as fine-tuning, combining automatic and robust human evaluations. |
| Outcome: | The proposed models generate relevant, coherent, and high-quality counterspeech, suggesting their suitability for efficient and responsible deployments. |