This equation captures one of the core mathematical components of the system. • T ⊆Avalid: top-k target units selected per chunk
Page and bbox are available; crop image is pending.
RARE: Redundancy-Aware Retrieval Evaluation Framework for High-Similarity Corpora explores A framework for evaluating retrieval-augmented generation systems on real-world, redundant corpora by tracking atomic facts and improving LLM data generation reliability.. Commercial viability score: 7/10 in RAG Evaluation.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora | Route /paper/rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corporaMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.19047"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "RARE: Redundancy-Aware Retrieval Evaluation Framework for High-Similarity Corpora",
"normalized_query": "2604.19047",
"route": "/paper/rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora",
"paper_ref": "rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora
Subject: RARE: Redundancy-Aware Retrieval Evaluation Framework for High-Similarity Corpora
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
Visual citation anchors from the paper document graph.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora
Paper ref
rare-redundancy-aware-retrieval-evaluation-framework-for-high-similarity-corpora
arXiv id
2604.19047
Generated at
2026-04-22T02:14:49.549Z
Evidence freshness
stale
Last verification
2026-04-22T02:14:49.549Z
Sources
3
References
0
Coverage
50%
Lineage hash
52f581ee892d53f18781925fbb793f886eeab378dfdfdfd601679ec6b4118151
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. • T ⊆Avalid: top-k target units selected per chunk
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Cτ(at) = aj ∈A chunk(aj) ̸= chunk(at) sim(at, aj) ≥τ . where chunk(at) denotes
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. R(at) = { aj ∈Cτ(at) | ϕ(at, aj) = PASS }. Atomic granularity reduces noise i
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.