Papers by Abid Hossain
When Reviews Disagree: Fine-Grained Contradiction Analysis in Scientific Peer Reviews (2026.findings-acl)
Copied to clipboard
| Challenge: | Existing approaches frame reviewer disagreement as binary contradiction detection over isolated sentence pairs, abstracting away review context and obscuring differences in severity of evaluative conflict. |
| Approach: | They propose a fine-grained formulation of reviewer contradiction analysis that operates over full peer reviews by explicitly identifying contradiction evidence spans and assigning graded disagreement intensity scores. |
| Outcome: | The proposed framework outperforms strong single-agent and generic multi-agend baselines in evidence identification and intensity agreement. |
MENDER: Multi-hop Commonsense and Domain-specific CoT Reasoning for Knowledge-grounded Empathetic Counseling of Crime Victims (2025.naacl-srw)
Copied to clipboard
| Challenge: | Experimental evaluations on counseling dialogue dataset, POEM validate MENDER’s efficacy in generating coherent, knowledge-grounded responses. |
| Approach: | They propose a multi-hop commonsensE and domaiN-specific Chain-of-Thought reasoning framework that integrates commonsense and domain knowledge via multi-hopping reasoning over the dialogue context. |
| Outcome: | Experimental evaluations on counseling dialogue dataset validate MENDER’s efficacy in generating coherent, empathetic, knowledge-grounded responses. |