TRACE improves multi-video event understanding by grounding evidence in structured timelines before visual reasoning, raising MiRAGE F1 from 0.705 to 0.811 on MAGMaR 2026.
Verify exact arXiv ID and au- thor list on Scholar
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Coverage-based retrieval metrics strongly correlate with nugget coverage in RAG outputs at topic and system level, supporting retrieval metrics as proxies for RAG performance when objectives align.
citing papers explorer
-
TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generation
TRACE improves multi-video event understanding by grounding evidence in structured timelines before visual reasoning, raising MiRAGE F1 from 0.705 to 0.811 on MAGMaR 2026.
-
Beyond Relevance: On the Relationship Between Retrieval and RAG Information Coverage
Coverage-based retrieval metrics strongly correlate with nugget coverage in RAG outputs at topic and system level, supporting retrieval metrics as proxies for RAG performance when objectives align.