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Paper Citation Record · LEDGER

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

As of 14 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 2026-08-13T06:32:02.005865+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:a4541d8248f4009acd170b65af0419d3043cd1199e1e283108b1cb4a723ac146

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.140797Z digest=sha256:6dc110a41ddb38bb1005e279635a8bd94807eda55ab42cd9b1fd91a2d7ef2dc1

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=sha256:1ebdc8d3cca6c6f8dc4222170053a6b09c437a4b427ecadbc139055bcee3f8ac

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=sha256:23f778e1a9fbaf8088ed021f6df082e35759e12bc9b07506d8f8f26bbe83b4c6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.162477Z digest=sha256:e994d9b391233bbe8150000287fcc3d787dbfd60f10cbdcfe662cb51b09eebcd

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=sha256:226ab9dbcb40758db5e36f743cd8aa092aef48670baa7195c17df0f38dda4472

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=sha256:49ca43addf3386982b38c1a67a0deddf202c07fc2e082ddb327b2812c91d0962

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=sha256:4ae0656e8169f2b75263a4b4a5e280ecd34d1a8866a563ba32bbbdb572957a59

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.196946Z digest=sha256:eff93f4c07a2638023e6006b56b39c6ae1f56566ac1b4276eb58b52ec45b3e3a

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=sha256:78d5bc149c6087e100b96ce779af78ed48b9c00bfc3f52724449dcd0a5df5deb

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=sha256:9898fc92dd4fca78224ef8a80511a61d7135e461f375fe8d309bab9b7825a10c

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=sha256:82aab531c647b50904d8b34f48244915954c3520744778cb7f2fb7c2c3499fd6

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=sha256:3e6adfc927f07560ff3e5fd0e454ecafd368671e69d86c709e38e98bb4dc2496

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=sha256:253e7ab3977c4dabe3effcdd9748b4cc850d9ab89544d8e9321ae114b9649b27

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=sha256:2c09a208a6a63faaae4c04581a36bb9de84cf8fb3a9ac65a1244fc07f1e07d9b

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=sha256:1ebdb8c3c662d25590ff102bc15266ea20ba5adf8c52bb0d30f29792b13112ef

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:de91d3dacc55d940feee311ae8d9e18571c9f1a2bf17f7f6cccd09e55235be76

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:d683d8265871c6f6b0598273409ce91e7710da3b74a308b7167681b53ec84884

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=sha256:39ee55a6ba57907f52fb41f1970fcb4a26dab8ac20cb541107ba1101606309e9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.290277Z digest=sha256:2b2e9ec3ffb6a1b5707e0179743bc35ad30931e953a2e3527bc7cdcf33761335

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:e393ed7b1e671554a9f324b4f062e6ed7c47056c1d7abe038116412737041b78

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=sha256:952a11fa5bc0f5f661d6b51b24d87387f88315e44bc4d1405c8857abf924b13e

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:e63ea04a799ac1e8658e7b97ba6ebb919a7549f47a3980c04ee8bb0e0a9d2d46

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=sha256:36f045220b445f7b185abf9dc09fdccb7e751b52cf9e047776001509f67efedc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.343274Z digest=sha256:093a190a1e4546c59412c800a2d410c6710edabd049c2e68d423febd75f42735

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=sha256:979d78124681c676a9b57fc0da4b6feb2edd85c834c178ba0afc9616474b92fe

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.358000Z digest=sha256:d629de5f312196be1d2b913f6928a6c05c8b5c71f3acb58dc64b3ae154f16ece

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.350573Z digest=sha256:b1679fe4518bd70a8cf0a4930603a9de528b8212fcc903fd460b324f1e87c62b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.371437Z digest=sha256:4744874759919a12f664677cc727400b4c5dab91b7aff62a5320974d1b2308cb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.364881Z digest=sha256:da63994ab2347c0f9e7f7c0b2d09e227d68f1a7305f60f068d5313fcae9b3b70

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=sha256:2579692eb42b1236c231b11dbfcbe4bb4c476ddfc63929b1cc9a0f16b2d242b3

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=sha256:02462db6d6a3a07a6ae5bb4957df863a500a60526bd130a65f54b49c7902bf4d

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:b65507f1bb070f37804f7173a8afd6565f5b53729ed3d5363da235d92683e121

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.398049Z digest=sha256:ab05a2a4e1e2990706ca3e032591142941e28c0526911be85da7f870ab4985f1

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=sha256:76f1aa7170df19b6db1142646186515e19c79c709cdfd7278f8e17c751c88367

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=sha256:79fc85a28d64c01281f589834c6e31dc80e5d859c375f7761de5d4cfa242a2bd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.418103Z digest=sha256:445c4498680af5454fdd053bc3b3bdd956f7511216cb8f6f58615e36aba81e13

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=sha256:09a2c2a2aa3267f9942baad29cfb1b28817056dd0e2f47105a8cfe5e43191ffb

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:f2c058cb615547ca126dc8e8fa78574b62ef6a8c1c4a68ac7ec7e1080cbe5b65

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:b572a0dd5b575be669974163672ce14127f9aecf6cf355269538df4ccbec40df

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.473503Z digest=sha256:333ce56c7cc1a57707e4c93661b3c41c1ddb8645518959b7182e4912c0756124

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=sha256:315a8dbec8baa42ea240480fa8dcb4aed11b36fd60858378c0a0ead4850df24d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.466583Z digest=sha256:b8678d7871321c6b534250783a209040f0c5a773f131462c3e217b4a0ca6e6af

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=sha256:2d78d15588bcc36808b02bd71f29e413d2a137af984db10f2295c79b2ea724a4

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:fc3f3451aa996d99c920f7f75478f8ece5ee0e32471663d131a213243b268ceb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.484576Z digest=sha256:ee39c41cf0004b133382c6b4230a461fdcbc86c2a184d10e0e1b7be656194a64

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.512557Z digest=sha256:26868d9bf64fbf06f9b1fb43d5b1ee840fd8c67f1280b9b9080cb526f9f6c6ff

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=sha256:15c09971d378947675a29ed1c7b2291b5e20c37f459d4a0ed09c9af7798f6fe9

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:a8455e315faaa5e510641daa58008e154e2f9908d42ce6d122d8a876fd8f79a7

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.531417Z digest=sha256:262d37069c28228c3340b2ccab4eb622fd84509022ed7d8aad5a0b63d3e1bdab

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.519199Z digest=sha256:109ba9d7ee76c3178a63b990209c02f085c346a103b3cf95bddc07a0def6da8f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.525265Z digest=sha256:e39460ee5a5cf2af7568d2fdccc88c025c69259ac45d386c75ce9974cb9f6aac

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=sha256:4290e63883bf57c07e2adc9ab75c080bbf7b05164b08ae113b0477b80a90719e

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=sha256:0c5a5e5d45824619933ab373baf4ee47454b4119cd5f0652ca5c8c916ce3a08f

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:fc72f9c5532cd6f0c95d278cb85fc5c5ca569c20a9ea7ba8169bb40a8cb453a6

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:f27a64d438da150787c39e14394997905a5122971c9198586544687ab39e0519

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=sha256:09615b4dbbcd9d9744ba057793904a17a92cd7eb2ce2e782bcc073281bab2a0b

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=sha256:4c1305c1ad076ff91b2c17ac97557fbaa41e1c66953cee362d2154319a6b198e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.583360Z digest=sha256:c7071fb572aa1d41b24119a25905ed0ea75a387a8a540669c38eca1055323b93

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=sha256:2d29ab68e5666e49847d44e5cf6e64e5e2e0dbacad474c0ab7982643f40eed10

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.627148Z digest=sha256:843134f77a24212b9f4238900776d1c7156dada59c26314cabedfb02bbad860a

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=sha256:9159236174b465f6aeafc039f7906462fa77969f8e0e08289654ed5cecfd89bf

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.612598Z digest=sha256:b58c5546ce527065019de28374abf2c6bc5d36b5777d7c4cf1f1a56ae20c5e94

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:fb43ce11cb8b008020b1a6d3a355a5ffe43b7c2d95b123ee2d7cc2a14a666da4

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=sha256:77d8e3547237e473b00fa4da3dc1796ac25a5fc25510a3ffe08abdbec377faa7

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=sha256:807b57f3f66ca5009d84d2788d0c4a29c860011ebcbd8ccee3082b2df1b60081

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.639627Z digest=sha256:564377040415bfe7974e3ccadf81def2798edc478454a9c819f6754ce7a76f82

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.645359Z digest=sha256:f348487831c3fff4b276cc93c91a837860e6aaa3c1acec532f652d85a1c0a12c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.687486Z digest=sha256:c2bc058329365ab99a1ce0856dbaacbd6851bced4d223afded8187d955b953cb

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:ed84bd387ac1e081e13bb883d9809faa3ea5a52919f146815b70870ba63f114a

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:a7811e7700a0ed4aca55cffe241616fc13985191d165d98034253afa7705be31

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=sha256:17545dd9d7897b7a1d39522d0c158f635add687cfbb921689441f8ab9e93f3d4

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=sha256:7a1683759d04ce6aea0629c98c95259bd709cce219ccea6110aef7f5ab293a2b

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:cc67601360e373aef28f46b1bc555531358ce24ec1e7181d09ec9f8d326a9025

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:d1a7d75bff16b53c29b72adca27f3742899e545a809408a1fd6e7dbe90b3c92c

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:accec1d717f709dbfcb5245f66374782d2eb8702d9c75ec3cc95c0d39cc150c8

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=sha256:8886094ce1e4b472044c3b4561f5bccd7836895c9975ca6c3f4696965067acb2

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=sha256:04a240796eddb33e05bf650f2f5e7ff63b03a4ef5a196950a389d7460fec6104

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=sha256:2db6929dc167b24320969dfaf7ac75ba8beaed4784dfca990aa707170c39fe88

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:f1950d71e830650456c88803b916413ca2aa84f01e98b8f87896da9ff521fbae

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T22:10:14.693786Z digest=sha256:08141e138fcb024d44e1474b51ccb8ba9fe6ff68200f08a4e41ad3e7b7a619f6

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=sha256:42de10f6739df62bea121be79b39c20561a5d73a3ddcaac629dc1ef3064a0a25

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=sha256:56bfb7027bb2b717ee1f06148adf2ff7eb4fd4873908c3112b7b54e7d4797668

Pith citing papers

No inbound Pith citation observations are available.