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Paper Citation Record · LEDGER

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge

As of 23 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2504.21132.

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

pith.paper-citation-record.v1
2504.21132 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:16:35.562731Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:39:48.988959Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T12:39:49.566609Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact1
  • verified fuzzy12
  • unresolved8
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0ea84fb-ff2d-4167-b679-91fde3f44fd5 · outbound

This paper cites Attention Is All You Need.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Attention Is All You Need

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.455920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.455920Z digest=sha256:67e69138731d728b13d02d1e64e64b6c3f855cf9656c32dd5866a4b868c77642

Observation 69078a28-039d-4347-b593-649913923778 · outbound

This paper cites Language Models are Few-Shot Learners.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Language Models are Few-Shot Learners

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.460795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.460795Z digest=sha256:ffc27b0b3b90945481e1b0a01ad45ab4b2a9906b4134725ae55beb689488f49c

Observation f8325f56-ffc0-474c-8aca-748c2d0d1d23 · outbound

This paper cites Alkaissi and S.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Alkaissi and S

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.465322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.465322Z digest=sha256:8746b5a74adcd45c1f52a4de77ea27ec1a8b64d05a837872720532b8b57f805d

Observation 25e26278-cfac-4593-8b6c-cbaaa81ec555 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge LLaMA: Open and Efficient Foundation Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.470057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.470057Z digest=sha256:1c01edc2255e67d2f31e8b1bf233867fca31beb0eb293fdcec851008be56e93c

Observation a58f0c99-e012-4620-8013-56182f4db4c3 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.475562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.475562Z digest=sha256:bf9fe77e789c832e5a69b2921908a1d460638ffb40ede1e308d7e0ecc0a53f59

Observation 7ffcd299-0b7e-4bcf-abcc-7868e3bab2c1 · outbound

This paper cites Mistral 7B.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Mistral 7B

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.480666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.480666Z digest=sha256:6b3034621afffb9ee6eb00b195ebfc4de4990fb9ee6df4c2f230468ff18acdbd

Observation 267db757-9f3a-4c20-bc1e-4333959883af · outbound

This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.486303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.486303Z digest=sha256:bb1f2bfefac7bd54dd56d85c383708856af7de0c4e80d1d0d133fd7c469443b0

Observation 1729ccf4-bf99-4590-b62a-af031cb6a848 · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:36.066377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.492939Z digest=sha256:c2df4a4795299d96fa16eb6d4c3cc2e051410f3a179f593dea7786579f743cd5

Observation 13abe2d6-64cd-4342-89d9-c0065d0e3f9c · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:36.047526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.497568Z digest=sha256:a632bd51fb1f868863ff1daecb8f50044af026a7cca4fccdf900796a256a4eba

Observation c0c1e88f-f20d-46c9-a21b-db9411dbada4 · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:36.025997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.501529Z digest=sha256:dac4ca1cf5a94260186148b1e552cabd018c486fe8eb237d4c96cb2b03d44f16

Observation 73aed9bb-3be6-43f3-8338-7c9471c80838 · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:36.008652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.505373Z digest=sha256:5753ba67f23c778cc0861d8bae81ad1c62536df4cf390dce448dee3c9bc5a1f1

Observation beefb3c7-66e7-410e-a70b-09c9154f7e35 · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.984620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.509671Z digest=sha256:58189140dff20b065035f3c599ffd31b2b0763196f2f9b7c78df3f999a5869aa

Observation b6de2749-0a4b-4ecd-bb1f-4c5613cad92a · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.961095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.514029Z digest=sha256:8f7d40cb710f0ab91f5f55392ea2ca8588c0a9aec14e0bff189bf5907ffdbe5e

Observation d9b77ca1-a619-478b-a034-c8f13f9f8492 · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.939900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.522175Z digest=sha256:a2a21d4687fbe8e59b54a6a65dd9c1e5cbfc76024058b48bd8027de37f2b7160

Observation b982360c-fe48-4ffd-b206-1068d08fbf2c · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.910789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.527563Z digest=sha256:8720e03ff45f0863688fab82e645046defdc51cd6ec3664752b6429f0dc21c69

Observation 89d9a0b9-7686-425c-a7f3-6e0cd97e303d · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.885134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.533724Z digest=sha256:affc32f2db1453cb0d73505d37fa6f920b6ef7f89059f8b36b00d1f9d372ead2

Observation 23186cdf-3e15-47c7-9eb0-9cc825e06f00 · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.863188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.540772Z digest=sha256:8c30fa64ddf6fe691889a4014f4b32f6163e038697a7a08d29a1c064f319bac4

Observation 9b735ed5-3084-4189-a19c-75c3aa27cd0f · outbound

This paper cites Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:35.545549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.545549Z digest=sha256:c0008154be7c8a9bf4ced9d6a929656b9d9d6573cfc03ae69dcd555f936a8416

Observation b0b0723e-7252-454b-8877-24a13f36e797 · outbound

This paper cites Agent Instructs Large Language Models to be General Zero-Shot Reasoners.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Agent Instructs Large Language Models to be General Zero-Shot Reasoners

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:16:35.650802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.550043Z digest=sha256:92a8d0e91b56d9849b12a164a991333e1afd5f36190c8b98df1b96c30fa6c3ef

Observation 326b07b3-5c98-4eff-baca-96f16fd76940 · outbound

This paper cites Yang, W.-t.

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge Yang, W.-t

Reference 20

Resolution
malformed identifier
no resolver link, observed 2026-08-16T05:16:35.555255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:35.555255Z digest=sha256:0161921d18cfae757a5b03909b72a3510c65978e3025cefa3b9998ad50474ed4

Observation 2cd16564-ee40-4b76-abdc-aea6d6b444b4 · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.836199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.558959Z digest=sha256:ec7079c363dbfe383e993d42cb53c627dd1233b086fb4160b82e9239ea140cd1

Observation 497a06f6-9e9e-41da-ad53-6c118a066f6a · outbound

This paper cites [Online].

LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge [Online]

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:35.814506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T05:16:35.562731Z digest=sha256:da7d498050a53c728162021dea54b3b90ebb9cdd808bf84bc419b44a4476b20e

Pith citing papers

Observation 9769549b-3fa4-4dfa-ac96-ea875b970df9 · inbound

WATCHED: A Web AI Agent Tool for Combating Hate Speech by Expanding Data cites this paper.

WATCHED: A Web AI Agent Tool for Combating Hate Speech by Expanding Data LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-05T12:39:49.572300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T12:39:48.988959Z digest=sha256:7decc6f409a522ce25670a66723ca281d1edd8202221904c0e4ff399311e5bae