proof blockPage 476%
This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
Evaluating LLM-Based Goal Extraction in Requirements Engineering: Prompting Strategies and Their Limitations explores An LLM-driven pipeline for extracting functional goals from software documentation, showing potential as an acceleration tool for manual extraction.. Commercial viability score: 4/10 in LLM Agents.
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/evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations | Route /paper/evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitationsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.22207"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Evaluating LLM-Based Goal Extraction in Requirements Engineering: Prompting Strategies and Their Limitations",
"normalized_query": "2604.22207",
"route": "/paper/evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations",
"paper_ref": "evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations
Subject: Evaluating LLM-Based Goal Extraction in Requirements Engineering: Prompting Strategies and Their Limitations
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
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 4.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
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/evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations
Paper ref
evaluating-llm-based-goal-extraction-in-requirements-engineering-prompting-strategies-and-their-limitations
arXiv id
2604.22207
Generated at
2026-04-27T20:17:30.369Z
Evidence freshness
fresh
Last verification
2026-04-27T20:17:30.369Z
Sources
3
References
0
Coverage
50%
Lineage hash
ab3e78ce6129fa1301f8a00fecc1a2bcf6ff0f9e7d81d13034ab4db6c89faab2
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. datasets adopted in this study. HL = High-level, LL = Low-
Page and bbox are available; crop image is pending.
datasets adopted in this study. HL = High-level, LL = Low-
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.