Paper Citation Record · LEDGER

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering

As of 22 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2507.22937.

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

pith.paper-citation-record.v1
2507.22937 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:09:39.776203Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

52 of 52 outbound references displayed

verified exact3
verified fuzzy22
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b6cd8ba6-1fb5-43ec-beec-34ebb94ae2bd · outbound

This paper cites & Serrano, N.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Serrano, N

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.508883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8c8dd25a-b023-4040-953f-bb3ac96e27ba · outbound

This paper cites & Tanveer, B.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Tanveer, B

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.485196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 46a2c7fe-0854-430e-b441-4c4415c83e08 · outbound

This paper cites & Meirelles, P.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Meirelles, P

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.458479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fbf5f0a1-228e-4d43-9798-258cc4ed7cf1 · outbound

This paper cites Towards MLOps: A DevOps Tools Recommender System for Machine Learning System.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Towards MLOps: A DevOps Tools Recommender System for Machine Learning System

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:09:40.833768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b1c9b63c-d1e0-4521-882c-7364bccb02e3 · outbound

This paper cites & Hirschl, S.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Hirschl, S

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.423610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c689cd84-2723-4933-94f9-10b6fc00859b · outbound

This paper cites & Alsarayrah, K.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Alsarayrah, K

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.398354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation be533f2b-b2b7-448c-8b1c-5f75a1332ba8 · outbound

This paper cites & Shan, T.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Shan, T

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.370820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b4d2d746-894a-4db2-a6ca-52d35f934d5a · outbound

This paper cites & Torre-Bastida, A.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Torre-Bastida, A

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.347436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4e36dde9-8f71-4762-9382-354d5ac461bd · outbound

This paper cites & Chua, J.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Chua, J

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.316801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation be67342c-92ba-4521-b81e-f391c971de89 · outbound

This paper cites & Akhtar, Z.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Akhtar, Z

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.292896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 660ef854-f494-41a5-83b4-7e50f421caf3 · outbound

This paper cites & Huang, P.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Huang, P

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.271754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 330138d9-5a1a-4e25-9f97-79946215dea1 · outbound

This paper cites & Gerndt, M.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Gerndt, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.243429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5fbbf5b9-6e90-466e-b71e-1076c452d1f0 · outbound

This paper cites A systems approach to effective aiops implementation.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering A systems approach to effective aiops implementation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.213486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c3e663fb-199c-4aab-a9df-4a939477a95d · outbound

This paper cites & Almeida, A.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Almeida, A

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.187134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 57cdbd61-e90f-4499-b012-fe5a1e993487 · outbound

This paper cites & Anabathula, T.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Anabathula, T

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.164856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 83469d24-dc07-4224-9167-fe9b280b6824 · outbound

This paper cites Beyond DevOps: The Evolution Toward Intelligent IT Operations with AIOps and MLOps.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Beyond DevOps: The Evolution Toward Intelligent IT Operations with AIOps and MLOps

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.138571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 24329c08-2bcb-45ec-bc61-0a46c8db1a8b · outbound

This paper cites & Anwar, A.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Anwar, A

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.115818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 32e2efbd-50fe-4e20-bbdc-301377341ea0 · outbound

This paper cites & Neelanath, V.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Neelanath, V

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.090415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e8cfd968-8eba-48ba-9ff4-3c4d6f58785a · outbound

This paper cites Key Performance Indicators of Artificial Intelligence For IT Operations (AIOPS).

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Key Performance Indicators of Artificial Intelligence For IT Operations (AIOPS)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.065154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1634e90d-fa37-4c0a-8dbd-e48ac87c6c68 · outbound

This paper cites Harnessing Multiple Large Language Models: A Survey on LLM Ensemble.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Harnessing Multiple Large Language Models: A Survey on LLM Ensemble

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.524829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25c620d5-6159-41d0-b05d-681aa4354735 · outbound

This paper cites Doing More with Less: A Survey on Routing Strategies for Resource Optimisation in Large Language Model-Based Systems.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Doing More with Less: A Survey on Routing Strategies for Resource Optimisation in Large Language Model-Based Systems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.532931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a55d3db7-77a3-4afc-b47e-69f72ac6ae49 · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.540393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bd4a32b-091a-4d4c-9d61-63787978fd8e · outbound

This paper cites LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.552196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30e34254-2bc4-4e60-8f1d-e5432c0ea953 · outbound

This paper cites Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.560203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb95689d-eb89-46c4-82a2-49c4afd71767 · outbound

This paper cites Getting MoRE out of Mixture of Language Model Reasoning Experts.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Getting MoRE out of Mixture of Language Model Reasoning Experts

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.566379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc817c60-290c-4a0c-b728-d2cd1745cbde · outbound

This paper cites More Agents Is All You Need.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering More Agents Is All You Need

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.573091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 848fe8c5-71fe-4eb3-ab6b-e74c1b1abe9a · outbound

This paper cites Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:09:40.533644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 051923e1-c7ff-47b7-a42e-38dbe92f98fb · outbound

This paper cites & West, R.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & West, R

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:41.036945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3a668f14-3ade-4c91-b6da-70ac284b91a5 · outbound

This paper cites Large Language Model Routing with Benchmark Datasets.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Large Language Model Routing with Benchmark Datasets

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.596918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f25aa6eb-d446-4f67-831f-3a516dcfbb31 · outbound

This paper cites RouteLLM: Learning to Route LLMs with Preference Data.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering RouteLLM: Learning to Route LLMs with Preference Data

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.605398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 065e8cff-927f-456f-82fd-c589d46ac4e5 · outbound

This paper cites CCoE: A Compact and Efficient LLM Framework with Multi-Expert Collaboration for Resource-Limited Settings.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering CCoE: A Compact and Efficient LLM Framework with Multi-Expert Collaboration for Resource-Limited Settings

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.613000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fb1c642-c9eb-45a1-b3ba-7508faf42b37 · outbound

This paper cites SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.619521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a57711d8-5b19-4fb8-aa83-548d29f98a49 · outbound

This paper cites an unresolved cited work.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:09:41.008062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2cc3dc16-44ef-4180-b152-3a1d93d18581 · outbound

This paper cites TensorOpera Router: A Multi-Model Router for Efficient LLM Inference.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering TensorOpera Router: A Multi-Model Router for Efficient LLM Inference

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.632024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5f72bfc-ae62-483f-9b75-0d0b2def476b · outbound

This paper cites Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.642136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42e189f5-0904-4d65-b680-a07ad6debc1d · outbound

This paper cites an unresolved cited work.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:09:40.979352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ebc6788b-174f-4985-bdbf-f2f36e1c4ea8 · outbound

This paper cites RouterBench: A Benchmark for Multi-LLM Routing System.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering RouterBench: A Benchmark for Multi-LLM Routing System

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.663339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f17b002d-6e7b-4e5f-afdc-560037bdd6b6 · outbound

This paper cites Leveraging Uncertainty Estimation for Efficient LLM Routing.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Leveraging Uncertainty Estimation for Efficient LLM Routing

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.669651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b37d94d6-d84a-446d-80df-63eb65e7fcda · outbound

This paper cites GraphRouter: A Graph-based Router for LLM Selections.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering GraphRouter: A Graph-based Router for LLM Selections

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.677851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b48bc64c-904f-4df0-a7cb-6e67b07ca297 · outbound

This paper cites MasRouter: Learning to Route LLMs for Multi-Agent Systems.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering MasRouter: Learning to Route LLMs for Multi-Agent Systems

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.683809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4db78a1-ebb3-4b0a-988b-8d70926cfc94 · outbound

This paper cites Universal Model Routing for Efficient LLM Inference.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Universal Model Routing for Efficient LLM Inference

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.692696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4534663-e75b-42d1-a0a9-8c5e6ea14168 · outbound

This paper cites Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.700346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 267cb5f0-9196-4a7d-9060-43754c206f6e · outbound

This paper cites MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.710459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9021dd10-accd-4688-b5e8-a8a668314228 · outbound

This paper cites Eagle: Efficient Training-Free Router for Multi-LLM Inference.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Eagle: Efficient Training-Free Router for Multi-LLM Inference

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.718309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71034cb6-eec1-42c2-8012-faf977e63ed4 · outbound

This paper cites MixLLM: Dynamic Routing in Mixed Large Language Models.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.726653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c62204f-70ac-4b28-a5ac-c79efa95ac81 · outbound

This paper cites & Others Sambanova sn40l: Scaling the ai memory wall with dataflow and composition of experts.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Others Sambanova sn40l: Scaling the ai memory wall with dataflow and composition of experts

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:40.950507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e8e93dcd-af05-4e8e-bd47-7990a4ecb864 · outbound

This paper cites & Huo, Z.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Huo, Z

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:40.917409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5019aa6d-80f7-4a5e-ba79-b6bd8694ef35 · outbound

This paper cites Composition of Experts: A Modular Compound AI System Leveraging Large Language Models.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Composition of Experts: A Modular Compound AI System Leveraging Large Language Models

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:09:39.960736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5159334d-1dd0-4eba-97ff-c7de8dd5aa1a · outbound

This paper cites Bench-CoE: a Framework for Collaboration of Experts from Benchmark.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Bench-CoE: a Framework for Collaboration of Experts from Benchmark

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.756785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 078c6fe0-c975-4036-9b24-ba5916c98374 · outbound

This paper cites DeepSeek-V3 Technical Report.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering DeepSeek-V3 Technical Report

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.763016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1fc1e2d-f10f-4b1c-97ab-ac070fd64210 · outbound

This paper cites Qwen3 Technical Report.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Qwen3 Technical Report

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T18:09:39.768866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cb562d2-1aff-4342-91bc-88c3d93285c0 · outbound

This paper cites & Kallinteris, N.

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering & Kallinteris, N

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:09:40.873406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.