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Paper Citation Record · LEDGER

Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2502.11620.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.11620 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T12:59:13.333201Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 14081f8f-adaf-44bf-9460-a2de41a0eba5 · inbound

INSIGHT: INference-time Sequence Introspection for Generating Help Triggers in Vision-Language-Action Models cites this paper.

INSIGHT: INference-time Sequence Introspection for Generating Help Triggers in Vision-Language-Action Models Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T12:59:13.333201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:59:13.333201Z digest=sha256:84ed8424f2d1123f61882c4f05f91f2e6f321a491342b1d5b5393f643c709460

Observation 28c39737-8024-4ac6-bdd4-f2c136744234 · inbound

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation cites this paper.

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-14T22:53:14.041975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-14T22:52:58.524934Z digest=sha256:fe9d5d14f1e51e01a2b08ffd73f10fe16e4af9be21f1364fefff889a7836694b

Observation 113e5912-24ad-4f8c-8cc5-7bfb85a7b258 · inbound

Using Semantic Distance to Estimate Uncertainty in LLM-Based Code Generation cites this paper.

Using Semantic Distance to Estimate Uncertainty in LLM-Based Code Generation Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-12T02:11:15.966187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-12T02:07:49.789835Z digest=sha256:33550d61111d7892bb391756ea48506936d105f1a90564209109dec04502b765

Observation 4faa2e22-6a28-46c2-8c31-a57cf480ea2e · inbound

Functional Entropy: Predicting Functional Correctness in LLM-Generated Code with Uncertainty Quantification cites this paper.

Functional Entropy: Predicting Functional Correctness in LLM-Generated Code with Uncertainty Quantification Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T13:23:27.741494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T13:23:01.482449Z digest=sha256:3837efabf1c2b182d8a22cf5268be1ecb7d07521ffa8e22c834f451811c6cdf0

Observation 73d0e23e-891f-43eb-856e-528b071d0efe · inbound

Underspecification does not imply Incoherence: The Risks of Semantic Collapse in Coding Models cites this paper.

Underspecification does not imply Incoherence: The Risks of Semantic Collapse in Coding Models Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-07-03T09:07:47.134645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-03T09:01:48.501745Z digest=sha256:311f3ec5758fef6d9b18733bcc72d11b35605c55bd810f65b50877563241509d

Observation d8d3e2ff-99b8-4501-be14-9429dbd7f39d · inbound

Underspecification does not imply Incoherence: The Risks of Semantic Collapse in Coding Models cites this paper.

Underspecification does not imply Incoherence: The Risks of Semantic Collapse in Coding Models Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

Reference 25

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T09:07:47.031380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-03T09:01:48.501745Z digest=sha256:f153014bea187813914ef6451592ca7bc651f5b1eabc8bc4e2af08dc77647a87

Observation 2cad212a-284b-4269-97c9-aa7e0ee994ad · inbound

Code-MUE: Measuring Code LLMs' Uncertainty through Execution-based Semantic Interaction Graphs cites this paper.

Code-MUE: Measuring Code LLMs' Uncertainty through Execution-based Semantic Interaction Graphs Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-02T06:42:28.540251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:42:28.540251Z digest=sha256:c7dd2786bf1d62705983b7e1ad7fa01c2e7e5fc9725c9c6a1fd04c306de8a624