ADEPT: An Entropy-Driven Dual-Strategy Agent for Interactive Video Retrieval

2026-06-30T08:52:20Z45a1159731c53f9d2bb80291b2d44d1993bba7957baba0d2abb2caee9648d4b2
ADEPTHyBIRDM3QAMemShotRAGTextClusterLabcognitive-modelingcontrast-collapsecrowdingembeddingsfairnessgroundinghigh-dimensional-geometryhubnesshyperbolic-retrievalinteractive-video-retrievallong-term-memorymarginalizationmedical-qamulti-modalretrieval-augmented-generationretrieval-instabilityrobustnesssensitivity-analysistext-clustering

What happened

This RSS collection summarizes a set of 2026 research preprints focused on retrieval, embeddings, and retrieval-augmented generation (RAG). Key themes include: (1) RAG robustness and failure modes — empirical sensitivity/stability analyses showing non-monotonic downstream behavior, preprocessing-induced answer loss, and retrieval corruption effects; (2) high-dimensional embedding geometry — distance/cosine concentration, contrast collapse, hubness, and retrieval instability that can degrade grounding; (3) emergent population-level effects in dense embedding spaces — spatial crowding that can “

Why it matters

A reviewed impact interpretation has not been published for this record.

Evidence and limitations

Source ID
arxiv_cs_ir
Record identifier
45a1159731c53f9d2bb80291b2d44d1993bba7957baba0d2abb2caee9648d4b2
Enrichment time
2026-06-30T08:52:20Z
AI-assisted enrichment
Yes

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