Pith. sign in

Paper Citation Record · LEDGER

Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

As of 14 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 2026-08-14T06:32:32.682623+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:fe760fdf07b78eabd12a03a3011ab21eae16c0be50a3a16d900979cffbfdd932

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-14T22:52:58.524934Z digest=sha256:f616922493463188ab803690e66816eb05932a80feed218932e8f78c952413d0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T02:07:49.789835Z digest=sha256:dad0f9f2bb7764b2cba74d5c3af1fa22ec1e6b2e3f46db82b1ee858796e75732

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-29T13:23:01.482449Z digest=sha256:94da08e8417a869f2f15648cfd7a771c8834dbb55502b7410f18d7acffeba095

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-03T09:01:48.501745Z digest=sha256:122117921e4256145eb6c495a75378d1d17d992a0f7344ecfc485259173ae086

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-03T09:01:48.501745Z digest=sha256:64ad128d58b20e0476286e4c995633435e9830e50bb7e19b76c75a6421997655

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:a499aeda08044703ed26a908a4ac7c2a3a89c6794566c9f0ece0be0ddc0272fc