Paper Citation Record · LEDGER

Human Grounded Evaluation of Large Language Models for Optical Network Automation

As of 12 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2607.18068.

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

pith.paper-citation-record.v1
2607.18068 v2

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T16:15:57.347286Z

measured 25 of 25 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

25 of 25 outbound references displayed

verified exact0
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 11369cff-4bd2-40a0-b04e-4feb3d54917a · outbound

This paper cites Synergistic interplay of large language model and digital twin for autonomous optical networks: Field demonstrations,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Synergistic interplay of large language model and digital twin for autonomous optical networks: Field demonstrations,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.294130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d6c6356-5e1f-4956-8f97-03330a50cddd · outbound

This paper cites First field trial of LLM-powered AI agent for lifecycle management of autonomous driving optical networks,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation First field trial of LLM-powered AI agent for lifecycle management of autonomous driving optical networks,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.297102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72d85f86-83d6-4635-93b5-db134d481b94 · outbound

This paper cites Large language model-based wireless network design,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Large language model-based wireless network design,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.299430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57a6dd1b-de5f-43e4-88f5-80303e7e9ed7 · outbound

This paper cites DeepForm: Reasoning Large Language Model for Communication System Formulation.

Human Grounded Evaluation of Large Language Models for Optical Network Automation DeepForm: Reasoning Large Language Model for Communication System Formulation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.301663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b1c02bc-f5b4-4b84-8e1a-011065c8a978 · outbound

This paper cites Netconfeval: Can llms facilitate network configuration?.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Netconfeval: Can llms facilitate network configuration?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.304241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 237511da-ef02-42b8-9937-b38ce3dd34d9 · outbound

This paper cites Telbench: A benchmark for evaluating telco-specific large language models,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Telbench: A benchmark for evaluating telco-specific large language models,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.306864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 173c1511-9f69-4822-ae89-3536d7e302a2 · outbound

This paper cites On combining XAI and LLMs for trustworthy zero-touch network and service management in 6G,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation On combining XAI and LLMs for trustworthy zero-touch network and service management in 6G,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.309381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a47c9a6d-324c-4d10-84fa-60f1e195548e · outbound

This paper cites How hungry is ai? benchmarking energy, water, and carbon footprint of llm inference,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation How hungry is ai? benchmarking energy, water, and carbon footprint of llm inference,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.311505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21fbdab3-7f19-40d3-bc18-77ee7632bd58 · outbound

This paper cites Energy considerations of large language model inference and efficiency optimizations,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Energy considerations of large language model inference and efficiency optimizations,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.313588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed2dcaff-da97-4c8f-a624-b3639abe7f2c · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Bleu: a method for automatic evaluation of machine translation,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.315759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e95330b3-6ae0-488d-89a9-579ffd972194 · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation ROUGE: A package for automatic evaluation of summaries,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.317876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 299b690b-55bf-4efb-a508-0b7d9b27d858 · outbound

This paper cites Natural language interpretability for ML- based QoT estimation via large language models,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Natural language interpretability for ML- based QoT estimation via large language models,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.320068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c2aa675-49e2-41ed-8f20-139d4ddc4bac · outbound

This paper cites Generative explainability for next-generation networks: LLM- augmented XAI with mutual feature interactions,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Generative explainability for next-generation networks: LLM- augmented XAI with mutual feature interactions,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.322102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e0cddd8-0497-43e1-a015-9ec5bacccc32 · outbound

This paper cites Judging LLM-as-a-judge with MT-bench and chatbot arena,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Judging LLM-as-a-judge with MT-bench and chatbot arena,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.324241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daf8be22-9bea-48c8-958e-a47fcfd91ed0 · outbound

This paper cites Tele-LLMs: A series of specialized large language models for telecommunications,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Tele-LLMs: A series of specialized large language models for telecommunications,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.326286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2ef990a-5c2d-4620-9e98-b7ac68d0090b · outbound

This paper cites G- eval: Nlg evaluation using gpt-4 with better human alignment,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation G- eval: Nlg evaluation using gpt-4 with better human alignment,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.330957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 435b8069-0bec-48ed-b5cf-faad90ea4238 · outbound

This paper cites Chatbot arena: An open platform for evaluating LLMs by human preference,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Chatbot arena: An open platform for evaluating LLMs by human preference,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.333059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8df5a342-2f29-46be-a272-6a60fe1889cb · outbound

This paper cites Limitations of the LLM-as-a-judge approach for evaluating LLM outputs in expert knowledge tasks,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Limitations of the LLM-as-a-judge approach for evaluating LLM outputs in expert knowledge tasks,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.335054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60810033-3c08-427c-8f08-9ba579463b1c · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Lora: Low-rank adaptation of large language models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.337079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3d2ed14-b617-4915-8c30-5d111adf00d3 · outbound

This paper cites Beyond full fine-tuning: Harnessing the power of LoRA for multi-task instruction tuning,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Beyond full fine-tuning: Harnessing the power of LoRA for multi-task instruction tuning,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.338881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f66c9abd-a004-4a82-9d65-e411305c021d · outbound

This paper cites ML-assisted QoT estimation: a dataset collection and data visualization for dataset quality evaluation,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation ML-assisted QoT estimation: a dataset collection and data visualization for dataset quality evaluation,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.340957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d85dc51-13c2-4cb8-a1dd-15f9ee5f73a8 · outbound

This paper cites A unified approach to interpreting model predictions,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation A unified approach to interpreting model predictions,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.342885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd35102a-f940-44dc-8cb8-7475d8125dd7 · outbound

This paper cites Prometheus 2: An open source language model specialized in evaluating other language models,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Prometheus 2: An open source language model specialized in evaluating other language models,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.345233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26ad7caf-6340-45fa-9a0f-54a5b4ea57e9 · outbound

This paper cites Judging the judges: Evaluating alignment and vulnerabilities in LLMs-as-judges,.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Judging the judges: Evaluating alignment and vulnerabilities in LLMs-as-judges,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.347286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec9b8ace-7784-4b0a-a235-23cc9803adf7 · outbound

This paper cites Tele-LLMs: A Series of Specialized Large Language Models for Telecommunications.

Human Grounded Evaluation of Large Language Models for Optical Network Automation Tele-LLMs: A Series of Specialized Large Language Models for Telecommunications

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T16:15:57.328433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.