Paper Citation Record · LEDGER

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models

As of 22 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2508.21454.

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

pith.paper-citation-record.v1
2508.21454 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:20:17.595886Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact3
verified fuzzy2
unresolved31
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6167a235-1f0b-4152-8a90-b92da7941e80 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:27.889957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 693c4a47-754f-48d6-a62d-ccca8f094719 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 2

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-05T14:20:21.300197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ad839195-c793-41d8-8846-dde48b503f66 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:27.701823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a1388cb5-7b5a-44dc-b0c1-accbfe3ef0cb · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 4

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-05T14:20:20.249663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dc3656b7-1302-4be6-9a0f-be906c26cefa · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:27.496033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 049ba44b-4d0d-4970-a4e7-46e7a13a570b · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:27.301666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fa4380d0-7473-4af1-af46-dd67c913909d · outbound

This paper cites Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T14:20:15.220319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05e29ed3-3ae4-48e9-8e79-13fc9a19fb11 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:27.045488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c88bd26f-0f3f-4fbb-865a-b4e9053adfc8 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:26.834755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2a877597-c7ed-4309-9f8a-6711667d2184 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:26.634755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 135cabb8-82bf-437f-ba3b-12a9b748024a · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:26.432324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 89d636a1-4abb-4f17-bc01-39d38531f1b5 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:26.273655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3caf94a6-27bd-4ef4-bc18-ce34bca0f2e5 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:25.957931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e62d17aa-6f08-463b-b977-211f8f3606fe · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:25.724745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a62f4030-11d1-4486-8bef-28bc0bc6372f · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:25.366286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 20abba0f-785b-4479-9f97-f29fe5e7e356 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:25.168868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 251a8c25-1759-426d-90eb-52430d60d6b3 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:24.880271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 038675f8-e62b-4c22-be34-faeeda115f4a · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:24.670467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1226bffa-f222-48d2-a280-de8fff9e5b8d · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:24.434143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c0cc63df-d39a-4c2d-b200-b8d85c9979b3 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:24.222788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ff4957c2-d490-41a1-adb2-8c5c832eb7a0 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:23.879123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2795e372-701a-491a-9081-86775c17bda0 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:23.625989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation af8a53e4-1c4a-4c46-a41b-f8b39941caea · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:23.222560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c9eeee8f-b7c2-4a9d-94f6-4e3d0684c35c · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 24

Resolution: malformed identifier; arxiv_id_nonexistent, observed 2026-08-05T14:20:18.407742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3ecd08a8-0445-4e2a-b213-7175e122c1ba · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:22.948281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 541570d2-6e39-4514-a93a-a0a977b951f5 · outbound

This paper cites Source Code Summarization in the Era of Large Language Models.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Source Code Summarization in the Era of Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T14:20:16.871883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71fe1b17-c61a-4e21-8684-9a904278d0d2 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:22.748281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 773b6999-0532-4abe-ae39-c2f11afab383 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:22.469748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2077c5b4-e0e7-4326-b112-36dff0fe6c26 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:22.280352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a3c87ffa-7208-49ca-a823-28bd2324080e · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 30

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-05T14:20:18.057487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation baa76f34-0d9a-4e64-aa36-0317b1aa3209 · outbound

This paper cites KNighter: Transforming Static Analysis with LLM-Synthesized Checkers.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models KNighter: Transforming Static Analysis with LLM-Synthesized Checkers

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T14:20:17.215183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6668d73b-4ce1-4554-af98-a68aa07914e4 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:22.018600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ca4df2c1-acce-4db6-b4eb-128ae2a85d04 · outbound

This paper cites TransAgent: Enhancing LLM-Based Code Translation via Fine-Grained Execution Alignment.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models TransAgent: Enhancing LLM-Based Code Translation via Fine-Grained Execution Alignment

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T14:20:17.389669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c171b1e9-3366-462b-8693-617c57f9963e · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:21.821089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e08faa19-73e5-4b35-80ce-e8a86f5948e8 · outbound

This paper cites an unresolved cited work.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:20:21.522736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b9a1e14b-baf0-41e6-9d6b-9f88dec9b06d · outbound

This paper cites In 30th European Conference on Object-Oriented Pro- gramming (ECOOP 2016).

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models In 30th European Conference on Object-Oriented Pro- gramming (ECOOP 2016)

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:20:23.384303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1d2d75f8-5791-48de-8d3e-71eae464783b · outbound

This paper cites In 33rd USENIX Security Symposium (USENIX Security 24).

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models In 33rd USENIX Security Symposium (USENIX Security 24)

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:20:21.448735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.