proof blockPage 168%
This equation captures one of the core mathematical components of the system. substantially outperform a human baseline (non-specialist) of 60.0% (n = 30; 95%
Page and bbox are available; crop image is pending.
IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text explores IndiaFinBench is the first benchmark for evaluating LLM performance on Indian financial regulatory text, showing significant performance gaps and outperforming human baselines.. Commercial viability score: 8/10 in Financial AI.
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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/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text | Route /paper/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-textMCP example
{
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"arguments": {
"arxiv_id": "2604.19298"
}
}source_context
{
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"query": "IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text",
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}Paper proof page receipt window
/buildability/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text
Subject: IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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.
Receipt path
/buildability/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text
Paper ref
indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text
arXiv id
2604.19298
Generated at
2026-04-22T20:32:43.779Z
Evidence freshness
fresh
Last verification
2026-04-22T20:32:43.779Z
Sources
4
References
0
Coverage
83%
Lineage hash
6edc484cd8f17f4ce2e29f4a54d32ee0eb349e1133688cd7836b3685274958a8
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 / 4 sources / Verification pending
references
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
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Preparing verified analysis
Dimensions overall score 8.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. substantially outperform a human baseline (non-specialist) of 60.0% (n = 30; 95%
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. significantly below all Tier 2 models except Mistral-7B (p = 0.065) and DeepSeek R
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. despite a four-fold parameter difference (p = 0.79), suggesting that efficient architecture
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
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