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Paper Citation Record · LEDGER

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph

As of 12 August 2026, this Paper Citation Record lists 88 of 88 outbound references and 0 inbound Pith citation observations for arXiv:2411.19064.

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

pith.paper-citation-record.v1
2411.19064 v1

Coverage vector

measured 88 of 88 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:37:51.125463Z

measured 88 of 88 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

88 of 88 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved83
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6161f5b2-9ae0-4948-97fe-7573024db519 · outbound

This paper cites GPT-4 Technical Report.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.778024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.778024Z digest=sha256:4de8f9831e1d3ee6f062014efa2568f454b18b782013c686fa9a097d7c203872

Observation e2a6153b-0150-4271-8729-499975e43ee1 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.782684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.782684Z digest=sha256:ea181e2ddf56293587c93bf20ea318a768e11955a6569ac58d7ec4f005b29f8b

Observation 8bd3c1a5-40f9-41df-a3fa-7c03ba9ca9ff · outbound

This paper cites PromptNER: Prompting For Named Entity Recognition.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph PromptNER: Prompting For Named Entity Recognition

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.787916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.787916Z digest=sha256:8ac3362e14e18463eaf8198c41f3afedd33a6c420c17510ad7044fbd8fc4e8df

Observation fe591383-acb6-40c0-9bb8-b7631091ce04 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.792496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.792496Z digest=sha256:4a8d1162d21134f3822cbea46e4b6fab1527a5204c9afcdcffd13213604f67bf

Observation 014d9816-209c-4fac-92c3-1e654f646576 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.796942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.796942Z digest=sha256:a0353cd0b7c7879bd6d3737be2c28d3f57d03a0eee0bd4649fa7c44a962a65b7

Observation f4559f25-3d1b-46c7-b24a-c86fd7ea11e1 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.801180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.801180Z digest=sha256:6cf597520d41c83e997da382c30d64727dca71f464e817887a031b806cb5dfe1

Observation bb6b6d5f-3053-44e2-907f-68ae8ad748a1 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.805911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.805911Z digest=sha256:51376f2f7b83ff9686acc510806baa9a9e177e1fff4d00ad56db8c60c140437c

Observation 74902ae3-5b7e-4c51-8188-e3972b59f61f · outbound

This paper cites Large-scale Simple Question Answering with Memory Networks.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Large-scale Simple Question Answering with Memory Networks

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.813369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.813369Z digest=sha256:69b69b634354fb468cc53ef93a962d6356a8f163019725f96e9673b2dbd529fb

Observation 40a21207-66af-4678-a5d5-7c6535ac9b06 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.817795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.817795Z digest=sha256:711f4d8d2a69fac875f98b063a1ee66560161293ed1a16624553e6f56e97b2ed

Observation 16821cc5-f87b-4232-96b1-343d7863a824 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.821754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.821754Z digest=sha256:31c72f68df551b66d9d134c8e28b67d29678630d2011e3e5054d637adc6b894d

Observation c902675e-354f-4eb7-87bd-85b34d25f90c · outbound

This paper cites Instruction Mining: Instruction Data Selection for Tuning Large Language Models.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Instruction Mining: Instruction Data Selection for Tuning Large Language Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.825621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.825621Z digest=sha256:7dd4c64e887a5388cca709b2034e710b098475c44296ba7178390a4531d1291a

Observation 6729816a-b2dd-4dd3-9bb5-88b39e26d5cb · outbound

This paper cites Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.829931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.829931Z digest=sha256:6008d44f14a3772a4062e3e67be3101181a0ba5e134bf452442870e03c98b6f7

Observation 7ab9abe3-a5fa-4880-b00e-9537e9a9788e · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.835208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.835208Z digest=sha256:8bac89b4b86f318e245c00a7ffcda4b41012123480e500dc2a80f18d4bb1a792

Observation a3a050bf-a6db-4ec0-b25d-a91922e28ca7 · outbound

This paper cites Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.839575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.839575Z digest=sha256:dabc3c781e1e7c097b55b863d2d4fad0f160ba674f2d793b2c315423188a5abc

Observation 1088b3af-f828-4f27-8993-c07a3cbdd699 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.843859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.843859Z digest=sha256:7880bb18d8a066eee1977a39f82d0c9cf91b4718efdf401916481a5824030d2e

Observation fc705ca7-7905-48da-a6d2-9309f338a301 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.176340Z

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=2026-08-12T10:37:50.848093Z digest=sha256:30dbdab80a692e5a4ddff08076430d50aeb90df3765aa4495a04192c0a6b2028

Observation 33e4a677-4e78-4b26-982e-3be88b1c9731 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.163293Z

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=2026-08-12T10:37:50.852121Z digest=sha256:9fac3ed9a64b1ae2318aaee14392a6b44ebe054b47b25802000767da14884436

Observation 354cc4fe-99cb-435f-81c9-a95873f13941 · outbound

This paper cites HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.855637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.855637Z digest=sha256:b22be6aa1165832848ca9cf2abd86c815ffcc40ccfac8def99bb2dc833002f78

Observation 9ee32a91-2bb5-4f57-90b8-87b34878cfe5 · outbound

This paper cites Efficient Knowledge Infusion via KG-LLM Alignment.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Efficient Knowledge Infusion via KG-LLM Alignment

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.860073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.860073Z digest=sha256:12a8044c432fac942de5d76ab31a619d20799db560e1a2f369d2b41df8997733

Observation 17e62bd6-c30b-4ff3-a9b2-ecc852a04eec · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.864033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.864033Z digest=sha256:256452331c62c98dfe1c7f77c4d59fd505e461f55165a644f6db94a3ad96be5d

Observation a5b9945f-2c2d-464b-a002-6675fa6d43e7 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.871745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.871745Z digest=sha256:e6460121adefd18954295d195367cdece9937f08814382bc986d68144841b357

Observation e56776b8-eecd-48a6-8ba0-6608bbdfe3ff · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.128112Z

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=2026-08-12T10:37:50.875177Z digest=sha256:1702811c9d087af188ce5a101d2c2b61842934bc9f5c01d9d6d8f540e41927a0

Observation 0f2569e1-df59-4de3-a791-ed6f1a673ff8 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.114765Z

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=2026-08-12T10:37:50.882605Z digest=sha256:53254512197fa600c40d8246017629043ed9ed43ac5801830dc77be0a741035d

Observation fb91841b-864f-4dce-b9d8-17a8d47c0065 · outbound

This paper cites Mitigating the Alignment Tax of RLHF.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Mitigating the Alignment Tax of RLHF

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.886075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.886075Z digest=sha256:14cf4166ae2889121d5ba90a0c2a4cf9f4f2b3df7bb30256b9b3a7251b257575

Observation 58ee5b84-5b83-4f03-be93-91225d38490f · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.890007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.890007Z digest=sha256:20c0623a69dcaf2b6380cd3a1ec04a972924123cbbfe30172b0c618feffaf0ab

Observation 5e470be2-7dc6-4c57-9fb8-cb935ce5c34b · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.095511Z

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=2026-08-12T10:37:50.894117Z digest=sha256:cb096f4b89dec150306210c5191c72a810bb88edb4a42283a2f34bd86e797612

Observation ad1d0ce8-391f-492c-a3fe-2b6d48301604 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.082116Z

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=2026-08-12T10:37:50.897823Z digest=sha256:fb0ee7c6528672a3680078cd22f398884618036cfd2b942746fdd0ed7e45a74a

Observation ea40bd12-772a-4416-b837-9e32a90e2c8e · outbound

This paper cites Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.901670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.901670Z digest=sha256:2265300fb27953c63ca9453088cf8fd8d0a8091eb376ffda7131fa81581c5fee

Observation 9c3dbc16-7585-4c46-bf3d-1054825b1c92 · outbound

This paper cites When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.905641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.905641Z digest=sha256:310992101fd8018851851f8697dca208d6ae4a47b66b5b74073fac435f6b73dd

Observation 3408c008-4b97-40dc-81bc-ee4f905da6a8 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.069456Z

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=2026-08-12T10:37:50.909988Z digest=sha256:6d64a6876e34ff3220c8bc956b5c3cbc51827982ca7afa39258e81605b11f897

Observation 7feb1ea3-e52e-4591-961a-c2b8b9316647 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.056806Z

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=2026-08-12T10:37:50.914049Z digest=sha256:bc3fb8b6c01b1beefa69de42f0d041271d9deb6c6ab47874e41571c541d1827d

Observation 9089567e-2025-4a41-bcaf-4e9a45a367e1 · outbound

This paper cites Augmented Language Models: a Survey.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Augmented Language Models: a Survey

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.917991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.917991Z digest=sha256:870981a170f9024cba8c38e2131821c68930246509b7f0c2a1560077b77a2c74

Observation cde46a52-3cbd-4b49-a7d2-c82d10a9400f · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.922003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.922003Z digest=sha256:6a51eea3c61f54f126295b33f7b000101f4ea276eed6af54ba6a3e97677247c1

Observation 314da814-08b3-4a20-860a-e51c0dd518ba · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.022989Z

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=2026-08-12T10:37:50.929387Z digest=sha256:754bf499d7500574474bd132e00f42ac6af0010342636b9471e7e6078c32d6b5

Observation 22229797-c510-4d2b-aabd-b99ad4f226c8 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:52.010611Z

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=2026-08-12T10:37:50.932874Z digest=sha256:2e4fc085631a532591a346e22991b96f25fc830075c336d79f5bf1702c2b6c14

Observation 72b90df2-8618-4c88-8293-b35aa26fffc1 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.998145Z

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=2026-08-12T10:37:50.936589Z digest=sha256:e81bb700e549a2adb010c33df2a842827157f379c731515542becd95cf23b10f

Observation 4d69eff8-508e-445d-add0-07f9d86880af · outbound

This paper cites In International Semantic Web Conference.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph In International Semantic Web Conference

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:37:52.036580Z

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=2026-08-12T10:37:50.925507Z digest=sha256:6d3b6bb78823017a75eb11796e6d0be20c0759b80ba6fe001d2b597dbcdcc706

Observation 90f4aae3-ed6b-4118-8eef-2d740e176508 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.978144Z

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=2026-08-12T10:37:50.944496Z digest=sha256:66e4217381910b96c0341d3b8d8e2355f20481c444db171c5979303338ac4636

Observation 1a2d8e65-1b8e-4f20-b2e2-78b420d27783 · outbound

This paper cites Large Language Models and Knowledge Graphs: Opportunities and Challenges.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Large Language Models and Knowledge Graphs: Opportunities and Challenges

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.948390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.948390Z digest=sha256:08255078c1de3dd0a7dc48bc5d575dc9d80bdec2eb83f350f9ffe4a910db7be1

Observation cc61e47c-b650-460f-b5da-d166572204b2 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.964410Z

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=2026-08-12T10:37:50.952602Z digest=sha256:c738392fdd2cf722bf2ac2005dbfffe804ce0ea5222d6f2a1be9aad32cf9b718

Observation 8c383c9c-006c-4508-af3e-039cbd72f6d4 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.940687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.940687Z digest=sha256:cc071d4808407c4c3cc08d8076fc1d3a3b476298930cf8d9e59d58bf502a43a9

Observation dc48a8f1-ce60-4e7b-9ff8-286d9d028491 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.951997Z

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=2026-08-12T10:37:50.961218Z digest=sha256:88973983884a6317758dc8281af39b9208cc5ec427ccbc7f3570db1a6d4d1244

Observation ceb71f93-ade8-4d6e-acf9-0f35e361294d · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.964782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.964782Z digest=sha256:16bf1518512b5a87192e169c99b9ce7b1f92a40bb8a8d193c12f5625be5d6981

Observation c9b27025-3034-4bb0-98e1-79743cf1e056 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.917071Z

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=2026-08-12T10:37:50.973376Z digest=sha256:b8ee4a4e1e187999fa34f45e2d4345f55e2e5ff5b6d14f03d927e50c327839ff

Observation 06d9fbd2-adab-4c20-b5d0-25fd05c29ce8 · outbound

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

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.956772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.956772Z digest=sha256:06a9d83e4d4b551a426fae758a8ae37fb3dfe158f90783a47c603cdc22da9b19

Observation 3aa9d4d9-7bad-4eec-b54c-92cea76415f6 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.891283Z

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=2026-08-12T10:37:50.982357Z digest=sha256:5f977bb664ec77d63ae7a5ad2c04572846f90ead71c07c5d20308f94b7ee00b7

Observation 50780cab-df74-4b00-a049-afa49917c2b9 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.879328Z

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=2026-08-12T10:37:50.986065Z digest=sha256:28a957ac6eedde13e5644a7072e500c3885569913ff5c112abb86deacebefcec

Observation 1597dae7-d509-432d-9f38-e1aa92d4480d · outbound

This paper cites Ad- vances in Neural Information Processing Systems 32 (2019).

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Ad- vances in Neural Information Processing Systems 32 (2019)

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:37:51.931868Z

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=2026-08-12T10:37:50.969721Z digest=sha256:7c4f752f74273809d7c9505b2fe98acbf6ce593e8e894bea5f4f7939a327655f

Observation 75742b59-4fd2-4004-beda-9b0ea8beccc8 · outbound

This paper cites Biomedical knowledge graph-optimized prompt generation for large language models.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Biomedical knowledge graph-optimized prompt generation for large language models

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.993794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.993794Z digest=sha256:41d2ba16b0b9cc96b8dadd60e99fc48e45bd6d5c1780334537fa2ef6fb65a86b

Observation 3d7eb345-0dc6-457d-bca4-56f70743eb1e · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.904628Z

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=2026-08-12T10:37:50.978317Z digest=sha256:c99d0a1390f3bce92f59d92a3fc6df8301a383d5b2993ac522b4ab9b23999c5f

Observation 1ffd9740-1a43-48f0-81a9-64b752962151 · outbound

This paper cites Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.005469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.005469Z digest=sha256:4c88dfcf8f7a6156af12629c56b3bd423552628bf5afcb71c3449aec8d0049e3

Observation 0c16459f-8cec-44a2-9bc9-29e0b673c595 · outbound

This paper cites CoLAKE: Contextualized Language and Knowledge Embedding.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph CoLAKE: Contextualized Language and Knowledge Embedding

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.009880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.009880Z digest=sha256:8cd5e26f9beb71e0bb59ca742625ceae479d6e8db317a345321fdad31d511ad0

Observation 6d149599-ed9d-4093-88ad-85f551844609 · outbound

This paper cites Retrieval Augmentation Reduces Hallucination in Conversation.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Retrieval Augmentation Reduces Hallucination in Conversation

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.989612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.989612Z digest=sha256:ea98090e58ea43d3a179fa5403e5d91491d1fc559a023c90ffc037461c1caeb0

Observation 4289a8a9-37e1-44d3-baf1-c546f024be5f · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Gemini: A Family of Highly Capable Multimodal Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.018081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.018081Z digest=sha256:194ce53288ce520e5de1453db833fd975543f42ddd425c9a57b6c4341bd0a363

Observation 2ef2cd13-7abf-4768-a5f6-8b26c25f8db7 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.865951Z

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=2026-08-12T10:37:50.997830Z digest=sha256:14a6ddbb4e8c4eed92b0120952006085ce53f455be7bc9e54f4c28531847efbc

Observation d6eb0d4d-0671-44e7-a768-59e9a1b68eb4 · outbound

This paper cites LaMDA: Language Models for Dialog Applications.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph LaMDA: Language Models for Dialog Applications

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.025763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.025763Z digest=sha256:febb07cb6cead290eb5c7557cf0bf5329143eb45dc4b9f6d1b55e0f40673e421

Observation b0b6cc10-0a84-4a10-a450-58fa9ca04262 · outbound

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

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph LLaMA: Open and Efficient Foundation Language Models

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.030256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.030256Z digest=sha256:b805d569ee20a920302e729d7c8fd1e831d8e3407d592fcb837d7fffb3311b67

Observation d9a608b9-91bf-46c9-8645-340212289eb7 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.033950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.033950Z digest=sha256:3b05d3e1c49070f19465a6405ce95fd06e1530a0ea97e0ae5515058cae3afece

Observation 428e761e-bb57-4c30-bcae-7f62db62e5aa · outbound

This paper cites Leveraging LLMs in Scholarly Knowledge Graph Question Answering.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Leveraging LLMs in Scholarly Knowledge Graph Question Answering

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.013890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.013890Z digest=sha256:a66b93a1ad988801376cb5d93a43062239d101af6b50cb540aaef379a3f25ea6

Observation 3965da93-e9fb-4d50-bf71-4560e2aa53ec · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.830630Z

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=2026-08-12T10:37:51.041633Z digest=sha256:9f0ef7b57ccb74d0ed763a1f64af80435d75a5a6c6a90e7a44c2715cca366f87

Observation afa6b194-a35a-40d7-aba6-305239aa48cb · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.021856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.021856Z digest=sha256:8af99bf5d107264adc5e69972c8294fd649adec490219783f5c50a6da515d89f

Observation 534d3333-2fce-4716-a06f-5d687f96d43e · outbound

This paper cites GPT-NER: Named Entity Recognition via Large Language Models.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph GPT-NER: Named Entity Recognition via Large Language Models

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.052519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.052519Z digest=sha256:acc8a583ed2673ddea5db206985918fc9f5fe22df6076958b750ff7680951782

Observation 717a52e0-c56c-40b5-85e7-39fcbe4521c2 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.793334Z

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=2026-08-12T10:37:51.056460Z digest=sha256:a793294a61452100a1fce81e91b97534b5853061423242039fd981171194daa8

Observation 10bfd630-2a2c-44a5-8286-98569626ad8c · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.060275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.060275Z digest=sha256:852f0e3e49aa9919d1c8780d2bb0a52bad1cc41ff86bb43422208ca4f8d16ebf

Observation c770b0c0-a105-4eca-8b83-07ba91aade05 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.037959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.037959Z digest=sha256:a9c92afc7d667fba0b99243c13a575c8ff11d0728a1d6ce8d984bf9d54bab7ad

Observation e92593d1-a81d-4046-b50b-a673f22235be · outbound

This paper cites Crowdsourcing Multiple Choice Science Questions.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Crowdsourcing Multiple Choice Science Questions

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.067913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.067913Z digest=sha256:854d91beb37a50e037d951e83a14bcce6ce40301cea9c01495dc05960b7df9b5

Observation 75a77009-6c41-48cb-a874-7d5e75ebbece · outbound

This paper cites MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.071843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.071843Z digest=sha256:a16cb9285196974b3b0937c4704b4966d483e68fe7fc8e6622a1be3277db07b0

Observation 4eca4afc-be3b-4704-bbdb-85ed6957a240 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.806624Z

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=2026-08-12T10:37:51.049067Z digest=sha256:a657b3a2bd24bd117f373bd6782b34a0081cf4aafd8d8599c9a4e6b136167385

Observation b488e8df-9949-4ac9-88ca-1750f7b2efe1 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.761371Z

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=2026-08-12T10:37:51.083093Z digest=sha256:45a27463cc45a6773c69449566a01c510441c1103fb96e14fc91bb9ab9d0ceca

Observation 2e51098e-c13e-410f-8d63-e77cb5f9b9b4 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.747506Z

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=2026-08-12T10:37:51.086780Z digest=sha256:0aa9a081da6195132318a486263a17daf5c163b3dfeba6ba5697e322422ad2ee

Observation 6e06cf43-271a-4d6b-af93-752fd7d8f7bf · outbound

This paper cites Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.094789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.094789Z digest=sha256:9ebedd9eaedf0e5f0e8e0a13dae4d1b320345d65ca20093d219286246f1ba6d6

Observation c5857d43-eba3-48e2-b0f5-c33c582b9eed · outbound

This paper cites KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.063874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.063874Z digest=sha256:7d725ede6ae2a317000a4c7b0dc5c19cdfaf3735c38b299baed283dd8ee948c1

Observation f1b10028-3ca0-443e-9d48-8c8540655228 · outbound

This paper cites Fine-Tuning Medical Language Models for Enhanced Long-Contextual Understanding and Domain Expertise.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Fine-Tuning Medical Language Models for Enhanced Long-Contextual Understanding and Domain Expertise

Reference 73

Resolution
verified exact
local_arxiv, observed 2026-08-12T10:37:51.188635Z

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=2026-08-12T10:37:51.102300Z digest=sha256:1484b81b79401787056e88f44056fdf5c4ca840a70fe9d53b046c1f2224a4fad

Observation 6eb3dd01-d386-493f-b77d-6e844262ecde · outbound

This paper cites KG-BERT: BERT for Knowledge Graph Completion.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph KG-BERT: BERT for Knowledge Graph Completion

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.106013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.106013Z digest=sha256:533dbbe78b40bc5545efff9aeeeef511e0b5a7d4278fc3ea603b680973cb3590

Observation a1a722d2-6a27-418c-8acc-3cff4026e990 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.774219Z

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=2026-08-12T10:37:51.075556Z digest=sha256:c4bfd810c526b9ff99aff53c7550a99175a7f9e94845f2fd0e2435136ef41850

Observation b3443b7d-b734-4e08-93a1-5150a79f8b34 · outbound

This paper cites Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.078946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.078946Z digest=sha256:38a3a40d989a81e2a5a521874dcb40360a39e4d193ad2e6637ff9f912722ad33

Observation 04ace42b-ab16-4ad2-be09-6ec400237fbe · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph BERTScore: Evaluating Text Generation with BERT

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.117615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.117615Z digest=sha256:2464b8f4b55c09f8294c7a7d8674a3478562c9dcb21ddff3076649652632c237

Observation 0bb65d8e-8341-4887-9262-3748546cc365 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.700656Z

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=2026-08-12T10:37:51.121143Z digest=sha256:ca6ad5c578f8993ae41f5f727999a202a0808a19729993afc1d5a9aac98e56cd

Observation 979fb64d-8d8d-42a9-9dd4-0cf4cc1566bd · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.734539Z

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=2026-08-12T10:37:51.098715Z digest=sha256:c9c144c3862aff631ef7e3e9a7ea3ec11cec5353e41bcc25c00facd16d3f0cfe

Observation c26ab370-733e-44d7-a49f-2a05cecaf29c · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.110090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.110090Z digest=sha256:3ce5aad203896b0f2d6548272475ccc0eb9f5af5b0a4610dbfa64fcd85d64946

Observation 657526d3-ce46-4762-ae46-4b33df70cf33 · outbound

This paper cites an unresolved cited work.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-12T10:37:51.713789Z

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=2026-08-12T10:37:51.113781Z digest=sha256:4547a03b976d83b8e93652efcdd839001499aea6160eddd6d2f228fa9d663bba

Observation 027ea326-7d79-4283-af9e-6cfd62e0edc8 · outbound

This paper cites Question Entity Extraction.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph Question Entity Extraction

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:37:51.686400Z

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=2026-08-12T10:37:51.125463Z digest=sha256:3733ab11c3cac274872b790215e94d1a9120280060a81e0557bce7f25485214e

Observation bba6f987-b449-4f70-b630-4bafb30acd60 · outbound

This paper cites In Proceedings of the 2008 ACM SIGMOD international conference on Management of data.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph In Proceedings of the 2008 ACM SIGMOD international conference on Management of data

Reference 2008

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.809727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.809727Z digest=sha256:593d60bd1a0c096bd1bd24fa8166e5114af7a7e70f754f7ac56b0ee8e0edd7d8

Observation 50440d8c-fad8-48e1-992d-39834ce86f1e · outbound

This paper cites In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Pro- cessing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP).

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Pro- cessing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.868293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.868293Z digest=sha256:27f7ca959927612850ed84d7b889ce4ca94f0d89800d6362dd7cd5cf866a0ee2

Observation 43c3efb1-4cf4-42f7-b2eb-f09a9fd2bc92 · outbound

This paper cites In Proceedings of the Web Conference 2021.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph In Proceedings of the Web Conference 2021

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:37:51.819098Z

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=2026-08-12T10:37:51.045535Z digest=sha256:bae9c35b1084a65ddb8037496ec4d94b1d0795e98ccee21f86bd4732e7fa8bb7

Observation 6b6b6fea-3697-430f-a9b2-fba7493fd9d1 · outbound

This paper cites UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.090495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.090495Z digest=sha256:41ad00ffa7081b86a0797c5a1682849af95fcb8515bba7186cd72bb76f34464e

Observation 78306d1d-90d1-4ae6-8f4e-6046a5fa9a43 · outbound

This paper cites KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:50.878792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:50.878792Z digest=sha256:b7ba3c787f96c137d617802a0458d46d88bc5196294123208e423c51bd4f9fee

Observation 97659716-5cb0-4833-8c52-5ad3523aa485 · outbound

This paper cites LawLuo: A Multi-Agent Collaborative Framework for Multi-Round Chinese Legal Consultation.

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph LawLuo: A Multi-Agent Collaborative Framework for Multi-Round Chinese Legal Consultation

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T10:37:51.001467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:37:51.001467Z digest=sha256:f633b71fdb8397fa8d2526659e49b95f10946a091d0e0b2b6f91aef3c9698877

Pith citing papers

No inbound Pith citation observations are available.