Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T21:21:37.339174Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 0 inbound Pith citation observations for arXiv:2602.20610.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T21:21:37.339174Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
7 of 7 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5e6030c2-ae5e-46fe-a456-4444c8280517 · outbound
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference For example, the postcondi- tions produced at the attempts #2 and #5 are the same even though the one at attempt #2 is incorrect
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d917cb6-56a2-4681-99da-d49c944fd531 · outbound
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference For example, 12 Table 3: Performance on Distinguishing Bugs
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ebebc7c-8be6-47e3-b0d5-4df6ea4dfea9 · outbound
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference After getting the feedback on its incorrect condi- tion, itexpanded the condition to a correct one to check that the output string can be converted to an integer
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 087c1526-5941-4b4b-8216-fc6970e0b3a9 · outbound
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference Shuvendu K
Reference 176
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bf828a6-20dd-47af-9ad0-07404e8730fc · outbound
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference Unit Test Case Generation with Transformers and Focal Context
Reference 315
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fe1aa98-e880-45ad-a743-7f54fcd8e4f9 · outbound
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference Evaluating Large Language Models Trained on Code
Reference 2002
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68a58cf8-a4eb-49d4-846c-cac0d66c4e1f · outbound
SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference Interactive Code Generation via Test-Driven User-Intent Formalization
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.