1 citations · 1 across the 4 of their papers we have counts for
4 papers
Preserving What Matters: Semantic Scaffolds Beyond Saturation in Summarization Evaluation
Nikhil Reddy Pottanigari, Ramin Fahimi, Noah Bolger +2
Summarization ships in countless production systems, making model selection a routine decision that depends on measuring summary quality. Existing metrics struggle to support this:…
Text, Pixels, or Both? Evaluating Input Representations for Multimodal Document QA
Nikhil Reddy Pottanigari, Sepideh Kharaghani, Saverio Vadacchino +3
Every document QA system begins with a choice that is rarely studied on its own: whether to feed the model page images, extracted text, or both. We isolate this choice, holding the…
Splitting Documents at Lower Cost: Multi-Split Boundary Decisions for LLM-Based Page Stream Segmentation
Nikhil Reddy Pottanigari, Sepideh Kharaghani, Saverio Vadacchino +2
Scanned mail, uploaded PDFs, and consolidated attachments often arrive as page streams that must be split into individual documents before downstream classification, extraction, or…
Robots in the Middle: Evaluating LLMs in Dispute Resolution
Jinzhe Tan, Hannes Westermann, Nikhil Reddy Pottanigari +4
Mediation is a dispute resolution method featuring a neutral third-party (mediator) who intervenes to help the individuals resolve their dispute. In this paper, we investigate to w…