Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph | Paper Citation Record

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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 2026-08-14T06:32:32.682623+00:00.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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 2026-08-14T06:32:32.682623+00:00.

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.

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.

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers