{"data":{"id":"045ce609-ab84-4d29-8019-5e4bbfb72446","title":"Chat-Scene++: Exploiting Context-Rich Object Identification for 3D LLM","summary":"Chat-Scene++ is an MLLM framework that represents 3D scenes as sequences of context-rich object representations paired with identifier tokens, letting LLMs follow instructions across 3D vision-language tasks. It extracts object features using large-scale pre-trained 3D scene-level and 2D image-level encoders and supports grounded chain-of-thought reasoning. Without task-specific heads or fine-tuning, it reports state-of-the-art results on five benchmarks: ScanRefer, Multi3DRefer, Scan2Cap, ScanQA, and SQA3D.","solution":"N/A -- no mitigation discussed in source.","labels":["research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11458668","publishedAt":"2026-03-31T13:16:23.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-03-31T13:16:23.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.7,"researchCategory":"peer_reviewed","atlasIds":null}}