Skip to main content

IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text

Stale1d agoPending verification refs / 4 sources / Verification pending
Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text

ready
Proof freshness
fresh
Proof status
unverified
Display score
8/10
Last proof check
2026-04-22
Score updated
2026-04-22
Score fresh until
2026-05-22
References
0
Source count
4
Coverage
83%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text

Canonical ID indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text | Route /signal-canvas/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text",
    "query_text": "Summarize IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text",
  "normalized_query": "2604.19298",
  "route": "/signal-canvas/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",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Signal Canvas receipt window

Ready for execution: IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text

/buildability/indiafinbench-an-evaluation-benchmark-for-large-language-model-performance-on-indian-financial-regulatory-text

Build Nowready

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.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

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

Freshness

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%

Hash state

Lineage hash

6edc484cd8f17f4ce2e29f4a54d32ee0eb349e1133688cd7836b3685274958a8

Canonical opportunity-kernel lineage hash.

Signature state

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.

Blockers

  • Missing: references

Pending verification refs / 4 sources / Verification pending

references

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

IndiaFinBench: An Evaluation Benchmark for Large Language Model Performance on Indian Financial Regulatory Text

Overall score: 8/10
Lineage: 6edc484cd8f1

Canonical Paper Receipt

Last verification: 2026-04-22T20:32:43.779Z

Freshness: fresh

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 83%

Missingness
  • - references
Unknowns

No unresolved unknowns recorded.

Preparing verified analysis

Dimensions overall score 8.0

GitHub Code Pulse

No public code linked for this paper yet.

Key claims

Strong 1Mixed 0Weak 0
Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

Startup potential card

Startup potential card preview

Related Resources

Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.