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Paper Citation Record · LEDGER

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:14.640512Z digest=sha256:be6fe40f6f2de7c47b35d3a7ed8d5a83f013dc7010e10c5ad7aeaeae1623edc1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:14.765385Z digest=sha256:83d4af5e93df77e2a6c4323e32d9e5ab49b78475824cd2a1fd4dd24536cc55b4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:14.854750Z digest=sha256:d1c8c18ee424f9f913b2be8357384627a4fb3263acf51646dcf5ca6326922599

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:14.943515Z digest=sha256:ab59a6cbae959584f4dbcc60ce28982911bf6f6e4af9ef39e6e1a359e775802f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.044750Z digest=sha256:fa2272d1fd776fdc34b8fdcdd1cbd12c9e3d94dbb7b29ba3873164ad73dfa40c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.138323Z digest=sha256:6458d965a114ffabb6ad573098dfd9c43dd4cc182b8b2857f5fd85462d0b218a

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.

source=pdf_text observed=2026-08-05T14:20:15.220319Z digest=sha256:2aaf2c77d39c8d157ea9e2ed32c99c0a83917393a7084003538d839da1868969

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.268950Z digest=sha256:85b9edeefb126b27ffda8f6c6ea10b0bb79f689511d8a5b26eedc8ec5e3af829

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.347900Z digest=sha256:4ff33a170084923cbd9bb950e0029b7bcb4fdff8976fe0889e7db23c8f3d314e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.436390Z digest=sha256:b0985fb06daac433f1375baf1a4377c5242f36830ee460335a9c0977db330adf

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.516510Z digest=sha256:b0aa91d9e3b11687219e0b055e83d01128a914446669ceaae4a1fb95299da165

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.583883Z digest=sha256:23d7acded324ee54c91a96f410bf3ac8646139ecdf1ca09b5a83aee4a6e18839

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
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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=2026-08-05T14:20:15.655091Z digest=sha256:3b921da8ddec1c23e25f76f4095362a814259d93f601be1cbac485ae95df65f8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.732481Z digest=sha256:19865b7667154c5b25b994281df7f9b2e2cea5fb0ba637f18e7dd1ac1c574c0c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.807085Z digest=sha256:2df65479f3b8fc3028c98e3bf60c3ca7627609027a85020dd861d8f2e6148c9b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:15.944746Z digest=sha256:be53724cfb516b2118b8cc048fe91ecbd10222cd4f7097c493070d45a91ddefd

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:16.027586Z digest=sha256:314f8ca716518b3d25b97b2741e215fb63584e4f982d6ad2cc7d60d645a3fe37

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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:16.306754Z digest=sha256:a73f3c3d17c1e7aed9742fe555f38d759d9d9fca033e8c60ce180f82c9c47bb5

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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:16.672030Z digest=sha256:a7036d78260a83b6d37863f5f57426646a4cbadf5e14dc92217336fa32886d6f

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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:16.809725Z digest=sha256:30615b7860615e24da04d7b55ce69ea17ecf924dc3a2c009492730d8e6547edd

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.

source=pdf_text observed=2026-08-05T14:20:16.871883Z digest=sha256:7f883a468efb7c90e45845c8bddab48c7aa884f6b14fa43d5134c0c77abb7361

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:16.926510Z digest=sha256:b6b1cfbdd703def308222b5abfd606372b0881a73dc2d2291b8fdbb42b4fc70a

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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:17.100057Z digest=sha256:fee801ea24293251d0eea85e9ffe16dfa7d03a533b09a28e7de00f3268eb293f

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 2026-08-09T06:31:02.800959+00:00.

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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.

source=pdf_text observed=2026-08-05T14:20:17.215183Z digest=sha256:9640ef50419477aeb6c386beb74ebbb878febfd9c6e56b9945f4f0e2603ee47e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:17.329122Z digest=sha256:ab265492e8ec97850b89610e9ae8fe404c49b1f3f73e428e6d5140954d695bbe

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.

source=pdf_text observed=2026-08-05T14:20:17.389669Z digest=sha256:009948bd1ba39ecc75e7cf4f0326cfda3138e020ae46396364598ad8b38e3907

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:17.459320Z digest=sha256:2a4267f12c5db1fade65906171ee4ff7cf0a1a611abb46c63f5ee0b670208981

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:17.526203Z digest=sha256:de10ed8110b7dfb0826525ff8ffec892a41742d47f35dffb89d6a49fe03a5d0b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:16.567107Z digest=sha256:6f47e4d604e2328148d558f064a505c191a63fbf3917893b3318cc7c8986a109

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:20:17.595886Z digest=sha256:452c38141bf830c835dac147b3019824199aa30276eb40760e674de232c1f55b

Pith citing papers

No inbound Pith citation observations are available.