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cs.CL2026
Evidence First, Arithmetic Second: A System Report and Failure Analysis for DocSem
Divya Godara, Sachin Gupta
EVICALC, our system for the DocSem shared task, achieved 8.61% joint accuracy on 1,730 tasks in the official final test evaluation. It reads a PDF, selects a passage, asks a langua…
cs.CL2026
TRACE: Target-Aware Retrieval, Attributed Evidence, and Contract-Constrained Extraction for LitTraceQA
Sachin Gupta, Divya Godara
Finding a relevant paper is not the same as producing a verifiable answer from it. LitTraceQA requires canonical paper identifiers, exact evidence at the page or object level, and…