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Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs

Stale20d agoPending verification refs / 3 sources / Verification pending
Viability
0.0/10

Compared to this week’s papers

Verification pending

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Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms

stale
Proof freshness
stale
Proof status
unverified
Display score
4/10
Last proof check
2026-04-10
Score updated
2026-04-10
Score fresh until
2026-05-10
References
0
Source count
3
Coverage
50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs

Canonical ID wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms | Route /signal-canvas/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms",
    "query_text": "Summarize Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs",
  "normalized_query": "2604.08016",
  "route": "/signal-canvas/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",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs

PDF: https://arxiv.org/pdf/2604.08016v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-10T17:41:43.281Z

Signal Canvas receipt window

Not build-ready: Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs

/buildability/wiring-the-why-a-unified-taxonomy-and-survey-of-abductive-reasoning-in-llms

Ignoreblocked

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

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/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

Freshness

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%

Hash state

Lineage hash

39677a7e51157486774ecc4c91a9e2157904b011e69ddae52aa3b91a28931616

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: repo_url
  • Missing: references
  • Missing: proof_status
  • Unknown: proof verification has not been recorded yet

Pending verification refs / 3 sources / Verification pending

repo_url

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

Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs

Overall score: 4/10
Lineage: 39677a7e5115

Canonical Paper Receipt

Last verification: 2026-04-10T17:41:43.281Z

Freshness: stale

Proof: unverified

Repo: missing

References: 0

Sources: 3

Coverage: 50%

Missingness
  • - repo_url
  • - references
  • - proof_status
Unknowns
  • - proof verification has not been recorded yet

Preparing verified analysis

Dimensions overall score 4.0

GitHub Code Pulse

No public code linked for this paper yet.

Claim map

No public claim map is available for this paper yet.

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

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Related Resources

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

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