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Paper Citation Record · LEDGER

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering

As of 12 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 0 inbound Pith citation observations for arXiv:2412.03815.

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

pith.paper-citation-record.v1
2412.03815 v2

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:10:14.758242Z

measured 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

83 of 83 outbound references displayed

  • verified exact8
  • verified fuzzy3
  • unresolved66
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 24fb91b9-b266-4a99-af47-9e5bc40076b3 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.133170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.133170Z digest=sha256:83bd1905dfba39d581cbc1781fc9ff4395c2ae1b9850e1ec35d07cd27f95fe13

Observation c5b7a9b8-5d3b-4ee5-8f7a-fdb8b65539b7 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 2

Resolution
verified exact
doi, observed 2026-08-11T22:10:15.558768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.140797Z digest=sha256:ce0bd9e69721144668fd4b43a2f3dd022c4d763f9ac5f7ef2dd0d62c93444877

Observation 06780a38-4341-4d55-9b72-cd043802ed3f · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 3

Resolution
malformed identifier
no resolver link, observed 2026-08-11T22:10:14.149023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.149023Z digest=sha256:3ce64796459800932a85c09ee2f855a3e867a9f85f46ff1913cfbc833bff9c1f

Observation 7a0d90b1-2e58-4a8b-b199-98ee33029aa2 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.155616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.155616Z digest=sha256:b45c17d79a889085f9421c97d9e7e666e55c032fe4093b9bdd70d977a7856373

Observation 00467d2e-3285-4946-aa18-379bce9ecdf5 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 5

Resolution
verified exact
doi, observed 2026-08-11T22:10:15.535327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.162477Z digest=sha256:31d22d492e77078b95397c3d3665ea3fb9975a1d56f4ed2df9e05a71501e3980

Observation 3b7839ce-cd97-4c8b-925a-324b125b2a69 · outbound

This paper cites Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.172333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.172333Z digest=sha256:7a25118b2737a0ad2b7e0f2cee2eabe0f9744b3dd9115cedfe7f95f0d4c2ae49

Observation 148deeaf-04d4-4cba-ab1d-bae116a830c2 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.184187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.184187Z digest=sha256:ba1e53b1740ac57d6766a3e50605a4964798871870203420f998ee5c6a7da11f

Observation 84f9023a-099b-44fe-b403-ed080e02218a · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.190536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.190536Z digest=sha256:9e2dd47bc858fd97315adaeb0a14478b734c3bd37315621226c8ac57b33ae558

Observation 63aa3acf-2f5a-4f31-953e-c0d449ddc299 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 9

Resolution
verified exact
doi, observed 2026-08-11T22:10:15.462232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.196946Z digest=sha256:f1b4bd1a04861f4b2134108f2a1639e020caf73fb460800f7c398d317e4aec8c

Observation 0f974744-b96a-4cd8-9314-60ed334a8515 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.207406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.207406Z digest=sha256:0722e88b8b6246f82d31a7f49eeffeb93735d99ac032400761ad6a4909e7fdcd

Observation 0991ae33-8dc4-4c5b-9b00-94c3289c94bd · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 11

Resolution
malformed identifier
no resolver link, observed 2026-08-11T22:10:14.223841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.223841Z digest=sha256:4b58b21707237af70ba020f5d558017e915e8e4a042939fb0d345b800095512d

Observation 62ca6f1c-d68f-4241-88de-d0349566836d · outbound

This paper cites Bradley, Thomas Fritz, and Reid Holmes.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Bradley, Thomas Fritz, and Reid Holmes

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.232402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.232402Z digest=sha256:9fc2fc5fdca54c4083b1675df5eacaa4e784511386defca0f566d255b3f00332

Observation 6e5cbc2d-6419-46ad-bd36-0315dc84eff2 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.239501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.239501Z digest=sha256:3b9944f6a1554e5dbf0e9d2ab9b9c76f008f7dfbeb887eea444547d1d6130273

Observation e93371cb-3785-47a0-a1fe-f9e16c687564 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.247674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.247674Z digest=sha256:36b00819f47bf9a5d143a2a171915f78584b5274d61b70f7f1dd2c922dcb90a0

Observation 6a91272b-9da2-46f9-b6d0-c679d62684b3 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.256425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.256425Z digest=sha256:bc73f61361c5c49840a723d0a53c9275010c0f08052d42dd9b08cb808f33e64a

Observation ef7a7637-86a6-42cd-9316-9235f192431e · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.263846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.263846Z digest=sha256:59efba3418e392b29071b4d169f2fa04769535eec71ca0f2d21078e84ee1a904

Observation 80f49ae5-55f3-4636-adc4-4d64a5f925da · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.271693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.271693Z digest=sha256:10b9303f2b7f3f11474fc827996734179f921419411f167a65408c63c32e4761

Observation cbd69f4c-2ed1-4821-9a80-67d72d5b6e7d · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.276987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.276987Z digest=sha256:17534d8cf38035aa8f3228969d3271d5e290edf5f0f3ff27ccc4669137629f39

Observation e3efb4ee-9c75-473c-8571-cce46edf4baa · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.284356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.284356Z digest=sha256:d79ed5b3ee3627ed8adc56c8d04a3c21359be4215a6b34cf5925aeda872eb32a

Observation 587e59c5-fdba-4b2e-9f48-6f4ce0c460f2 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 20

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T22:10:17.338557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.290277Z digest=sha256:95d70e9d601c25fcf1958cd34ddc78f800db21cc78ae329f48233098c914cddd

Observation 49e40e49-cf58-4ea2-9d78-0880f7cb01e1 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.298382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.298382Z digest=sha256:f0279b7668f285e51d3d52d97dd641fc9f24a8daef480cdaf031c4872eeec1d1

Observation c130f178-ec0f-432e-9565-ad56b2c2849c · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.308551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.308551Z digest=sha256:0d4f276de9e5b5c1dafe4cc5be11c8685fc9ce43fc587b6b4cf188b2872882e9

Observation 66f32977-7744-48af-9e7e-c3eee522a8ec · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.322621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.322621Z digest=sha256:3ca6b4d0f99517cb4c8a1df31e0cd76571928dcdbf3687da35791dac13223e34

Observation 9598d9a7-f37d-4605-888e-a83317f222fe · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.328420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.328420Z digest=sha256:3bf8d5af8c8198d35ef148b9244bd2383087133952cfc786118518227343631b

Observation 55523e85-d21d-4c45-8ff4-f8df42df99ca · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.654100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.343274Z digest=sha256:5a8a3608a84f7a7d704fefbb629e17033b6752f9d1cb75893dc804885181b0b5

Observation f3851032-1c3e-44e8-9ee0-b34f7a5a8ad0 · outbound

This paper cites InProceedings of the IEEE/ACM 46th International Conference on Software Engineering(New York, NY, USA, 2024-02-06) (ICSE ’24).

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering InProceedings of the IEEE/ACM 46th International Conference on Software Engineering(New York, NY, USA, 2024-02-06) (ICSE ’24)

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.335930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.335930Z digest=sha256:3f9efe1039e572c65421869d37fd1246235b1b5c2d108dff7353101932325056

Observation 29c10ab2-c201-4272-8ca8-48671dadc1e3 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.599626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.358000Z digest=sha256:4b2bd2c49b8dc28fe709a1a33002c2c3fe1929b373ee6dc9d22b03de916cf713

Observation 37739cb2-d9d2-40c7-b8bf-85069c53a866 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.626377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.350573Z digest=sha256:a76dbb1d9d09085b3e91952474894358cec43aa0faf9a1178ca19606f89eb476

Observation 3d906eb4-1590-4033-8410-4be14aa438ed · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 29

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T22:10:18.577960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.371437Z digest=sha256:c5ab76232dcb6e8f43ccba18ac439033c32e1875bc658b9bd10a715f392a2a2e

Observation fe5a26ee-77d1-44e1-b43e-85fec38435f3 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 30

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T22:10:17.042439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.364881Z digest=sha256:b7b345ab0dd2398327dbcc7eb419e0dcffd3b02d347f71d24b8c00241f341d86

Observation c11642c0-4139-4183-8cc4-f752ebd09ecf · outbound

This paper cites Rashid, Anisa Rula, Lukas Schmelzeisen, Juan Sequeda, Steffen Staab, and Antoine Zimmermann.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Rashid, Anisa Rula, Lukas Schmelzeisen, Juan Sequeda, Steffen Staab, and Antoine Zimmermann

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.390850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.390850Z digest=sha256:a90944b000f63cf729c149b0a088e926653cd68f43d4c7bf30dab3c7570e7bdd

Observation b4b334ee-4906-481f-a7a1-caffb92c183a · outbound

This paper cites GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.379258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.379258Z digest=sha256:1c1374f2b6be2b79084b9eceff3149470e51ea2b010a3507e96cba5b9af88602

Observation 86d86f28-20ef-43f0-a986-9eb75a1fccd8 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.404950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.404950Z digest=sha256:22be0e83707429f7a5088c94f9421aa6bd9a20b5f5f475abdc1134f7cd9976c1

Observation a9901289-51ae-42d0-bb36-e01e21b61aea · outbound

This paper cites Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:10:15.315040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.398049Z digest=sha256:2f8848222fa75da28a46223969633ce47a08107197e1901a144f09b0c0519088

Observation 60ed84b9-eeb1-4d93-b064-c4063f09843c · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.425845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.425845Z digest=sha256:6c4c62592e3d7a62d680bd867e6a964b9f3ae34a7a87e97a2d37e8f1b4ea9a61

Observation 13edce66-380b-407c-b10c-ab169b609af5 · outbound

This paper cites 33, 8 (2024), 220:1–220:79.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering 33, 8 (2024), 220:1–220:79

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.410669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.410669Z digest=sha256:87a7b5cdc53f669e39c6a6c94c5845ed1124cff4750f72f30cfd8a3acef457f5

Observation 59c5953c-2767-4d3c-a170-95c5ee174618 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.539764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.418103Z digest=sha256:accbb8ba837981bf2f14cc9ab3df3ef6f8fbf05b7b0c2f16dca2544b596f2a97

Observation 31fb3a8e-2492-4644-b8b9-0de9dc167551 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.450577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.450577Z digest=sha256:959a33847006b1c87bd6ac3e06867f12363781ccea151306d2a0ae568787c835

Observation 28f5bff1-5708-4655-a958-194f9a42192b · outbound

This paper cites LLM-ARC: Enhancing LLMs with an Automated Reasoning Critic.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering LLM-ARC: Enhancing LLMs with an Automated Reasoning Critic

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.435354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.435354Z digest=sha256:ce2c8ca015d332d4e6f7c7d628904be17fdd6fce7e99800363d0119f7cb2a26b

Observation 4796c52d-0412-4777-9b41-00dee1ed143c · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.444118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.444118Z digest=sha256:398c7ebcce0bb037d0fa637af62f339355a01bc57a80512b8d00411757f12494

Observation 641ad116-c2b6-4395-8b4c-6b23390ed768 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 41

Resolution
verified exact
doi, observed 2026-08-11T22:10:15.209819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.473503Z digest=sha256:2a9e9b8e1a4d5474648726b3d921615500edf6b37e4d4045afc1103a8264116b

Observation ed76efe2-50f5-4a85-bdb5-0de9d6a47159 · outbound

This paper cites Ko, Robert DeLine, and Gina Venolia.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Ko, Robert DeLine, and Gina Venolia

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.459414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.459414Z digest=sha256:f87d831ab37fff6d86bffca3ac5911bbe8052a9fd3f39ebcca0dc1d3360f3694

Observation 80050ec6-da12-4bd8-a271-d1447d53838b · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.517076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.466583Z digest=sha256:50b1e8699f7334cc49a22d425d28e7bd47bb011e7a9e0d42eaf53d9cf060a03d

Observation 2be64471-0302-4639-9077-1d6e1eaaf5db · outbound

This paper cites GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.491610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.491610Z digest=sha256:3beb350c75ab35267a67c56561897e52787fd306dbb93dd003151233fe5d400a

Observation 01d1af34-269e-40ba-87a2-18d129ab48c7 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.478946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.478946Z digest=sha256:296d9af2e76e8461ffaea508c08cd416305de75101ee867ebdaf600a9e7f3678

Observation 50ccc992-4809-4c67-924c-8758b2936a97 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.493583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.484576Z digest=sha256:3b4ac559e3be52386a61ab07d8058e67b1b70e668319fe3ad5eefa3e67071cf9

Observation d0b1b89c-dc13-4452-8eac-e56e6d3a0ff6 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 47

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T22:10:18.470246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.512557Z digest=sha256:606885f3ffbc5f4718f21f46de1584ea4c47ea7f76ef0b86707b19c2ef1faae9

Observation 7ded135a-8ac2-45e5-9b8b-07ee5c14d253 · outbound

This paper cites Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.497874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.497874Z digest=sha256:ca57f2f612647175c68138e409579bbbf4050dba916efa752c416b73be3236d3

Observation bc9799ea-321e-4d8f-9250-9c642ac62926 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.505217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.505217Z digest=sha256:1de75e071d4c4e90f7ad30cb842935bad40051e1aa2b1f8c7827d8dc884f03fe

Observation 2400ae96-d49e-4db0-8937-fc80129d1e29 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.425949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.531417Z digest=sha256:368fd677f0e34555f2e022dfa3f47a53250a697640b588e587981f39d364a097

Observation ab83c929-9b09-4790-81db-63f84649317b · outbound

This paper cites Maxwell, L.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Maxwell, L

Reference 51

Resolution
verified exact
doi, observed 2026-08-11T22:10:15.140023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.519199Z digest=sha256:574c0ff1a8342f8256b825cb01b6c2b867a71ca8639ad5268a17b7fbcfb310b3

Observation 5aa42bb6-7006-4a68-b8c7-3b70cec5752c · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.446514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.525265Z digest=sha256:c50d00f9496b2bfd3bd28d829aef631f5a59ee47fb912e11962a7cb7c11a9e0c

Observation da692eeb-29fd-4b4f-bcf4-7ef0cedae817 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.562554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.562554Z digest=sha256:222c09ed278f511ad8d253a458bb8234efce24066b8ec6805d939c9b25fe66f2

Observation 841a3b97-c318-43e5-9638-5df950985e8b · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.568922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.568922Z digest=sha256:29c1a4895edfaff40d82899bfedc5b057e24ebef514a5b69f41ad67dd6ed7717

Observation c877d26a-65af-4d62-b5dc-0ccef93bf01b · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.547688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.547688Z digest=sha256:ff31c7f91330d213ec02e0198820525a56830ac64600a23c88cbb774e907a9cf

Observation bb289f90-5d65-48e7-bf15-dfeabd0e75c5 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.555043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.555043Z digest=sha256:d2d0c2a18c7d6159cb47cf5b11d326f6fb965976bca581dc91ba8adefe1b0192

Observation e41c709a-f0dc-48fb-8e66-564c289afc9e · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.597964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.597964Z digest=sha256:534e4d5ddfbf7c6482c12a0e57b88b012b7ea839b7ca798a9ed36546da1f3049

Observation 7b204c27-11db-4297-b8ac-399e7710bfd3 · outbound

This paper cites Using Large Language Models to Generate, Validate, and Apply User Intent Taxonomies.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Using Large Language Models to Generate, Validate, and Apply User Intent Taxonomies

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.605627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.605627Z digest=sha256:66a0c2e3caed90571a2c5e4f2c0f966f31d32d9a488f73b4fe2653576fd9d668

Observation 8bcac7df-1e41-419b-b508-e2d22dd7e000 · outbound

This paper cites Chandrasekaran.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Chandrasekaran

Reference 59

Resolution
verified exact
doi, observed 2026-08-11T22:10:15.090228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.583360Z digest=sha256:b742ec5ea9fb14858f1d25143d85fd31bc2826c7b5b02f8eead50c27ecf10ff4

Observation 3b69d9c6-afc1-477b-a00d-40559871ed47 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.591215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.591215Z digest=sha256:b55aab1ba4ec0bb9e5a6594a3464bd04ababb81d3ea0baf7c16fbcf9dc7f364e

Observation a2c1b92a-312a-40f5-91aa-9047a235436c · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.381715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.627148Z digest=sha256:b50a0381103d69704bcb5bc4c958d70a14713f9c35280cec69d5937314531dd8

Observation 72b01754-3918-4c44-802b-456906718860 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.633617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.633617Z digest=sha256:b343eb73b10565c899c1cb80bdba78ce958f015b08bd2ecf33c3a4b66a07be08

Observation 168e12aa-9373-4ab3-9e7d-17a25f02dcbc · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 63

Resolution
verified exact
doi, observed 2026-08-11T22:10:15.009300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.612598Z digest=sha256:234eb0171dfc2644dddbb0be6abba7dfce0a07d7637baa6ff31ddaf871417fdc

Observation 2e5fd0cc-0c4e-48a4-bd5b-d8ba2dc1d11a · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.619798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.619798Z digest=sha256:13ac002a740fb3d3651d955d4ca8c24df18a617d7f9d033439b03e7d0fecf93d

Observation b39cc0b7-7371-429d-a276-200e29279e2f · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.651627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.651627Z digest=sha256:df350f45506478e2ac2e1c43e9a616966930a5a46e2d9ad5238bff1a6d731555

Observation 3f41b719-6ade-4b18-a8a1-4067e845dbf1 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.658179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.658179Z digest=sha256:2a812e2fe12e0a9ca640f85fcddf2f3298ff2674dc7cd462dd2fb970d454e080

Observation d0392558-4deb-47ed-9236-fcf19c13f3e7 · outbound

This paper cites 2024.AI | 2024 Stack Overflow Developer Survey.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering 2024.AI | 2024 Stack Overflow Developer Survey

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:10:18.359471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.639627Z digest=sha256:9a29a4e61f21ff9b2275f639d6d976df7b86387d15cdd22f78d5a0efc14622df

Observation 28a6fd36-4ff9-4b26-94f0-d4195fe26a4f · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:10:18.336525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.645359Z digest=sha256:f00b6f13264f293d790f931fc170e50126cc6d0b794535bdd9cd57b7d63bff90

Observation 08a2ccd3-ef1d-485c-a180-15eed48f2e76 · outbound

This paper cites Le, and Denny Zhou.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Le, and Denny Zhou

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:10:18.297641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.687486Z digest=sha256:3da03ac1a7a2e582b58374a3916286be48e830a21a0201b27c9691ba1b3204fd

Observation 005af6dc-d7a9-490d-9b3d-23d44801ef46 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.701690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.701690Z digest=sha256:dddbb2828a4ca9f2929aad1025d4b2c144e7503777fabb892d7e65120407c72e

Observation d9306bba-b605-464b-91b9-f0dcd1a34ade · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.707779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.707779Z digest=sha256:6914cba25bb27336ef62887617fac9ca836ab0f466394ac2a9c263d2097a6483

Observation 18a2822b-c893-43d0-9cf4-e7f9e3d02810 · outbound

This paper cites Making Large Language Models Better Reasoners with Alignment.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Making Large Language Models Better Reasoners with Alignment

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.674644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.674644Z digest=sha256:fd2c4a650d5143973611b0888dfa8a733508939f30b75e129b9b294517113a82

Observation f81a4cf9-519f-463b-8a0d-f19ce1166405 · outbound

This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.681499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.681499Z digest=sha256:418f8c6fee62befe92dcb357dd8f7ccc4e53b2bf8f5ae7274815c0a17192c9e2

Observation 66686657-5c99-440b-84c2-5244c057a540 · outbound

This paper cites Can LLM Graph Reasoning Generalize beyond Pattern Memorization?.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Can LLM Graph Reasoning Generalize beyond Pattern Memorization?

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.730320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.730320Z digest=sha256:319e95b5e8896f27b4ceb56e4cdbc85e5127ee4de6cedc0c48963c8ea77d7155

Observation 9384fd96-73e4-46bb-ad5f-d3342180aee8 · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.737012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.737012Z digest=sha256:b4cbba6544a8127eb56a8de93300aeefd079ac31b5f514a77a3fe61c02629a56

Observation 694b4ea0-7089-45e6-9b9e-1fdff5d8b77d · outbound

This paper cites Bridging Design and Development with Automated Declarative UI Code Generation.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Bridging Design and Development with Automated Declarative UI Code Generation

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.743858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.743858Z digest=sha256:57916736f1ca9e3e4055a12e8d8b0544c6ca82ec649adf5fdfc262b90de373ec

Observation 79d8fa4a-5ef7-4cac-af6b-3118ce2a2eb9 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.758242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.758242Z digest=sha256:c63d774fe5c941808a99acffa4d38082a91acfa0b5dc3d5d96a4410290ef5186

Observation 0b43fbbf-9cac-4bd7-b26f-77db47918bfa · outbound

This paper cites Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.715359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.715359Z digest=sha256:3cb9cb5d3784c18089589915d4d42247030a812c3d761736b76e5114cb572bf4

Observation 23ef6f3a-1a90-4132-9e22-12cf2208176a · outbound

This paper cites an unresolved cited work.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.723281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.723281Z digest=sha256:c723d389da4abc292376739cf9f84ecd1439d49e7725feaed70c57000f2a3ee2

Observation d5a2dfab-7e22-4642-9e01-cc642fd89867 · outbound

This paper cites InProceedings of the ACM/SPEC International Conference on Performance Engineering (ICPE ’20).

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering InProceedings of the ACM/SPEC International Conference on Performance Engineering (ICPE ’20)

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.540635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.540635Z digest=sha256:132a7e76c72721856019ab6bf870e79ec4355fe48751608bcdb26a5297e323fd

Observation 1952bcce-2958-4117-84bf-870233f1f133 · outbound

This paper cites 2022), 24824–24837.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering 2022), 24824–24837

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:10:18.275673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T22:10:14.693786Z digest=sha256:b148cebc5f6ff4e7e95c9a51aa4c3e0cfaa2768bd840142458e8b872cc63b1e8

Observation 436e4e01-c08a-4078-952a-207cdf06c21a · outbound

This paper cites Large Language Models are not Fair Evaluators.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering Large Language Models are not Fair Evaluators

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.667062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.667062Z digest=sha256:f68e6328e358b9ad766a8d0a3af1d677c0ed8c1f43344c58ecee8963ed6af557

Observation 4d7d1eca-3435-4830-ab20-d1f9f507465a · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-11T22:10:14.316137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:10:14.316137Z digest=sha256:8ef79d0bdec272d1ccad27b6176e58fb3d06953a9448d1cb17b892c910decb30

Pith citing papers

No inbound Pith citation observations are available.