Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
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Page Freshness
Canonical route: /signal-canvas/beyond-rows-to-reasoning-agentic-retrieval-for-multimodal-spreadsheet-understanding-and-editing
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Agent Handoff
Canonical ID beyond-rows-to-reasoning-agentic-retrieval-for-multimodal-spreadsheet-understanding-and-editing | Route /signal-canvas/beyond-rows-to-reasoning-agentic-retrieval-for-multimodal-spreadsheet-understanding-and-editing
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/beyond-rows-to-reasoning-agentic-retrieval-for-multimodal-spreadsheet-understanding-and-editingMCP example
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"query": "Beyond Rows to Reasoning: Agentic Retrieval for Multimodal Spreadsheet Understanding and Editing",
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}Claims: 8
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Beyond Rows to Reasoning: Agentic Retrieval for Multimodal Spreadsheet Understanding and Editing
PDF: https://arxiv.org/pdf/2603.06503v1
Source count: Pending verification
Coverage: 17%
Last proof check: 2026-04-02T02:30:40.136Z
Signal Canvas receipt window
/buildability/beyond-rows-to-reasoning-agentic-retrieval-for-multimodal-spreadsheet-understanding-and-editing
Subject: Beyond Rows to Reasoning: Agentic Retrieval for Multimodal Spreadsheet Understanding and Editing
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Preparing verified analysis
Dimensions overall score 8.0
No public code linked for this paper yet.
BRTR achieves state-of-the-art performance across three frontier spreadsheet understanding benchmarks, surpassing prior methods by 25 percentage points on FRTR-Bench
Directly stated in abstract with clear numeric comparison
partial
surpassing prior methods by 25 percentage points on FRTR-Bench, 7 points on SpreadsheetLLM
Directly stated in abstract with clear numeric comparison
partial
and 32 points on FINCH
Directly stated in abstract with clear numeric comparison
partial
We evaluate five multimodal embedding models, identifying NVIDIA NeMo Retriever 1B as the top performer for mixed tabular and visual data
Directly stated in abstract with clear identification of best performer
partial
cost analysis shows GPT-5.2 achieves the best efficiency-accuracy trade-off
Directly stated in abstract with clear comparison result
partial
Throughout all evaluations, BRTR maintains full auditability through explicit tool-call traces
Directly stated in abstract as a key feature
partial
state-of-the-art approaches exclude critical context through single-pass retrieval, lose data resolution through compression, and exceed LLM context windows through naive full-context injection
Directly stated as limitations of prior approaches in abstract
partial
We introduce Beyond Rows to Reasoning (BRTR), a multimodal agentic framework for spreadsheet understanding that replaces single-pass retrieval with an iterative tool-calling loop
Directly stated as core methodological innovation in abstract
partial
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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Structured compute envelope
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Receipt path
/buildability/beyond-rows-to-reasoning-agentic-retrieval-for-multimodal-spreadsheet-understanding-and-editing
Paper ref
beyond-rows-to-reasoning-agentic-retrieval-for-multimodal-spreadsheet-understanding-and-editing
arXiv id
2603.06503
Generated at
2026-04-02T02:30:40.136Z
Evidence freshness
stale
Last verification
2026-04-02T02:30:40.136Z
Sources
0
References
0
Coverage
17%
Lineage hash
1051dbacccc9f6d55419dffb7cb09d9076ae5cafe3a8ff371ee574a4a4efa7d0
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.
Verification pending / evidence receipt incomplete
repo_url
references