This equation captures one of the core mathematical components of the system. strictly preserves previously valid arguments (A ⊢B =⇒A, C ⊢B). Non-monotonic frameworks
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Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs explores A comprehensive survey and taxonomy of abductive reasoning in large language models, addressing conceptual confusion and task definitions.. Commercial viability score: 4/10 in Abductive Reasoning in LLMs.
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/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms
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 wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms | Route /paper/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.08016"
}
}source_context
{
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"mode": "paper",
"query": "Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs",
"normalized_query": "2604.08016",
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"topic_slug": null,
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"dataset_ref": null
}Paper proof page receipt window
/buildability/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms
Subject: Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
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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
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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 captures one of the core mathematical components of the system. strictly preserves previously valid arguments (A ⊢B =⇒A, C ⊢B). Non-monotonic frameworks
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms
Paper ref
wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms
arXiv id
2604.08016
Generated at
2026-04-10T17:41:43.281Z
Evidence freshness
stale
Last verification
2026-04-10T17:41:43.281Z
Sources
3
References
0
Coverage
50%
Lineage hash
39677a7e51157486774ecc4c91a9e2157904b011e69ddae52aa3b91a28931616
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. covering all three reasoning types. Methods used across these experiments include k-shot prompting (k ≥0), chain-of-
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. cs(C, E | X) = max[cs(C+X, E), cs(C, E+X)]. In words, CEQ
Page and bbox are available; crop image is pending.
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