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Translation Circuit Discovery and Targeted Optimization for Low-Resource Multilingual Translation
Atai Waris Khan, Abdullah Mazhar, Raghu Kumar +1
Recent multilingual large language models achieve strong translation performance, yet the internal mechanisms responsible for low-resource multilingual translation remain insuffici…
Reasoning for Propaganda Detection via Label-Guided CoT Optimisation
Zeba Afroz, Harsh Vardhan, Md. Shad Akhtar
Propaganda detection systems usually operate as black boxes, lacking explanations. To address this, we hypothesise that persuasive techniques contain definitional characteristics w…
Controlled Attribute-Specific Summarization of Interrogative Dialogues
A Aditya Bhardwaj, Arjit Singh Arora, Md Shad Akhtar
Effective summarization of interrogative dialogues is a critical task in forensic and investigative settings, requiring high factual accuracy, coherence, and attribute-specific rel…
Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation
Abdullah Mazhar, Het Riteshkumar Shah, Aseem Srivastava +2
The increasing use of large language models in mental health applications calls for principled evaluation frameworks that assess alignment with psychotherapeutic best practices bey…