Dynamic tool synthesis for agentic VideoQA improves accuracy and cuts visible tool calls, but shifts rather than reduces total inference cost, as revealed by a six-group paired audit protocol.
Minerva: Evaluating complex video reasoning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
A Cost-Aware, Paired Protocol for Auditing Dynamic Tool Synthesis in Agentic Video Question Answering
Dynamic tool synthesis for agentic VideoQA improves accuracy and cuts visible tool calls, but shifts rather than reduces total inference cost, as revealed by a six-group paired audit protocol.