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Paper Citation Record · LEDGER

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA

As of 11 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2607.21680.

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

pith.paper-citation-record.v1
2607.21680 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T07:57:31.711323Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

26 of 26 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 48a6538f-96ff-4ee0-986e-d56dacf01a34 · outbound

This paper cites Bridge and tunnel inspection status (in japanese).https://www.mlit.go.jp/ road/road/traffic/hyoushiki/index.html,.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Bridge and tunnel inspection status (in japanese).https://www.mlit.go.jp/ road/road/traffic/hyoushiki/index.html,

Reference 1

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source=pdf_text observed=2026-08-01T07:57:29.054261Z digest=sha256:32c848e97d91013b346950f6bd09d2550745de6ec6a94dbd2181f159f077c539

Observation e57c039c-6b16-4353-81e9-0cb9a29ff22e · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language under- standing.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA BERT: Pre-training of deep bidirectional transformers for language under- standing

Reference 2

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source=pdf_text observed=2026-08-01T07:57:29.131743Z digest=sha256:e675c556e92e92774e793038a4024667c83459e73477be55fb254eb60841edd1

Observation 16624e43-11c4-4c77-a775-069d799275c0 · outbound

This paper cites Japanese BERT- large (cl-tohoku/bert-large-japanese-v2).

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Japanese BERT- large (cl-tohoku/bert-large-japanese-v2)

Reference 3

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source=pdf_text observed=2026-08-01T07:57:29.197841Z digest=sha256:5b9a747e930817c833610e4aa6d377b9bdd7678ac6044e452a3bdf61d273a2ed

Observation 313e7afe-0567-451f-ab82-6ccc08c934ee · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 4

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source=pdf_text observed=2026-08-01T07:57:29.263991Z digest=sha256:55ea58769ef187a198a142b393968d44bdd5289859dfdebd992b6d65b7b7c8a7

Observation 0b0217b3-7701-4adb-8242-fa248d5eb2c0 · outbound

This paper cites QLoRA: Efficient fine- tuning of quantized LLMs.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA QLoRA: Efficient fine- tuning of quantized LLMs

Reference 5

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source=pdf_text observed=2026-08-01T07:57:29.398523Z digest=sha256:2a066734ea2a924f00b2c91d82fee09da2bdcc9920c8ebd893a40dd7221e96e0

Observation a63cb43d-77fd-4f1c-acaf-3425542187b4 · outbound

This paper cites QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

Reference 6

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source=pdf_text observed=2026-08-01T07:57:29.517903Z digest=sha256:cafbebf5f4890359d615f37b7748d68764fe879b565f9bef13836c34f1c87137

Observation 561d909f-7408-4ce7-b105-ab3db89cfbb4 · outbound

This paper cites Retrieval-augmented gen- eration for knowledge-intensive NLP tasks.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Retrieval-augmented gen- eration for knowledge-intensive NLP tasks

Reference 7

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source=pdf_text observed=2026-08-01T07:57:29.607315Z digest=sha256:d731d23392b75ec07e4e8aee3f0955cde02ebdc345a5fd819c99b9c218d5ffd5

Observation affcf6ca-bb35-4c77-a715-f29995fe422e · outbound

This paper cites Dense passage retrieval for open-domain question answering.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Dense passage retrieval for open-domain question answering

Reference 8

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source=pdf_text observed=2026-08-01T07:57:29.681288Z digest=sha256:6178cbc32de75e221e216d83aad5daa39a60cf5cb51a4ff80db9db460d5dfb08

Observation f7ac424b-6f88-4c85-8aa4-47242cd1e6cf · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 9

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source=pdf_text observed=2026-08-01T07:57:29.747159Z digest=sha256:7113d8d628078190fc28d428693fbe5a95f48866fb506ca90328c7628010c905

Observation f846ad66-2efe-49e2-b641-65cb9f7fb0ba · outbound

This paper cites Bridge crack detection and classification using a two-stage deep convolutional neural network.Automation in Construction, 150:104821, 2023.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Bridge crack detection and classification using a two-stage deep convolutional neural network.Automation in Construction, 150:104821, 2023

Reference 10

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source=pdf_text observed=2026-08-01T07:57:29.844309Z digest=sha256:37335d3e9d62c5bd8d9a8ac9c8dbe50d5c172bd9f95098537a6aab771a9ccf8e

Observation 6baf3b0a-13a5-4293-a447-f74875a92343 · outbound

This paper cites Automated visual inspec- tion of bridge surface cracks using deep learning.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Automated visual inspec- tion of bridge surface cracks using deep learning

Reference 11

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source=pdf_text observed=2026-08-01T07:57:29.907483Z digest=sha256:b07b2be98fe36d90a848a4013bfffe208d56695cea4e6e7fd3ed54072c74cc15

Observation c6cb189f-e1e5-40ae-9afc-1871ffa4fd91 · outbound

This paper cites Quantized vision-language mod- els for damage assessment: A comparative study of LLaV A-1.5-7B quantization levels.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Quantized vision-language mod- els for damage assessment: A comparative study of LLaV A-1.5-7B quantization levels

Reference 12

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source=pdf_text observed=2026-08-01T07:57:30.014086Z digest=sha256:c0ba52ee1631e73c44fffb2da2a53118fce574ec705ae91c2dc42ecb33acfeb8

Observation 054bd399-6cd1-4951-995f-e498c01ae0d3 · outbound

This paper cites A survey on large language model based autonomous agents.Frontiers of Computer Sci- ence, 18(6):186345, 2024.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA A survey on large language model based autonomous agents.Frontiers of Computer Sci- ence, 18(6):186345, 2024

Reference 13

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source=pdf_text observed=2026-08-01T07:57:30.200996Z digest=sha256:cc87fe73991b2970b96403e58dd7f13b29c015f6f3a7b5a12d918642bdef451b

Observation 06cb1663-0170-4522-bcbf-4f44c1e14728 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 14

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source=pdf_text observed=2026-08-01T07:57:30.264326Z digest=sha256:94f3cac4d287e73678e266b9c41cabd171b220a224f51a55d3aaf7f844ce795c

Observation 7baf1aaa-0df6-405c-bbc4-b6c6167b39be · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA On the Opportunities and Risks of Foundation Models

Reference 15

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source=pdf_text observed=2026-08-01T07:57:30.338967Z digest=sha256:146ea84b0d64df28ec4a689fe21a2b33f1d7af7abdf0e161066c4891f1300efc

Observation ec6adab2-80ab-448b-8346-e755a4e10604 · outbound

This paper cites HuggingGPT: Solving AI tasks with Chat- GPT and its friends in HuggingFace.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA HuggingGPT: Solving AI tasks with Chat- GPT and its friends in HuggingFace

Reference 16

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source=pdf_text observed=2026-08-01T07:57:30.502164Z digest=sha256:966f4b3be1db9cf905a0bb975fe30fc12b017f4fc6d50c54f5ee8033d721499a

Observation d1fc6ecc-c593-4ac3-ab55-d44295421a25 · outbound

This paper cites O’Brien, Carrie J.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA O’Brien, Carrie J

Reference 17

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source=pdf_text observed=2026-08-01T07:57:30.565728Z digest=sha256:5510405ff258a356ab696e58a3a3d800d5555a4657b29b52d47c2f77a33d62bd

Observation 3fc13b8e-4e18-4285-ac83-3baf80c1b635 · outbound

This paper cites Farrar and Keith Worden.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Farrar and Keith Worden

Reference 18

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source=pdf_text observed=2026-08-01T07:57:30.601460Z digest=sha256:1827d5b1393a31069d1c8f71ba30d0a8319c48def64903dc1a2da0fbb6b85fb6

Observation 0508f3db-5398-4305-a3d6-993656d7cece · outbound

This paper cites an unresolved cited work.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-01T07:57:30.674442Z digest=sha256:a4379e6bbd8e8325ba20483b0f710a6f8d0326e14e6db9015f7c0004965657c1

Observation a16fbb93-42bd-44bb-90f7-5b1d2d8a8085 · outbound

This paper cites an unresolved cited work.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-01T07:57:30.833778Z digest=sha256:1dfc8d59f8ee067474eff73d79fa56de898d6feceb11c7db5c88b9490f429668

Observation 2c5d6e9a-bdb9-4d7c-b5ed-fc27f64efee7 · outbound

This paper cites Deep learning-based crack damage detection using convolutional neural networks.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Deep learning-based crack damage detection using convolutional neural networks

Reference 21

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source=pdf_text observed=2026-08-01T07:57:30.904948Z digest=sha256:9bbce638017745302367eb4a9775d958f0b7dfdf63bc81a5565723d5a5d797af

Observation 014680c9-8e8f-477c-9121-dc87c1be8d03 · outbound

This paper cites Road damage detection and classification using deep neural networks with smartphone images.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Road damage detection and classification using deep neural networks with smartphone images

Reference 22

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source=pdf_text observed=2026-08-01T07:57:31.070726Z digest=sha256:ae54e04f2b647ff78c5ad2c5d9439f887487bb0f8dabead51b3dd549273ca500

Observation ac3e7b85-8ee7-4851-a54c-f04da384b80c · outbound

This paper cites Qwen2.5 Technical Report.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Qwen2.5 Technical Report

Reference 23

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source=pdf_text observed=2026-08-01T07:57:31.238300Z digest=sha256:08c9bbf6e8f3544d398036078002021e542308b77b23d6eb582a498cf913d05a

Observation 21c10cf4-4d3d-4a9e-a03a-a2105e322ded · outbound

This paper cites Static embedding japanese.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA Static embedding japanese

Reference 24

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source=pdf_text observed=2026-08-01T07:57:31.392349Z digest=sha256:439122a2d6c2e0ea028be6b02bfddaedbc6c0b6e06120436a7b57361ecf7eb16

Observation 6f73cc97-7f52-43b2-b1d9-27adc5516db2 · outbound

This paper cites LLM.int8(): 8-bit ma- trix multiplication for transformers at scale.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA LLM.int8(): 8-bit ma- trix multiplication for transformers at scale

Reference 25

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source=pdf_text observed=2026-08-01T07:57:31.559755Z digest=sha256:f96d7cfff7e5a9fd0b468e2a8448d27ca122d9110e7a2e44694118b08a1bdd93

Observation faa2233b-0372-4010-b9cc-87a3bba4d57d · outbound

This paper cites PEFT: State-of-the-art parameter-efficient fine-tuning.https: //github.com/huggingface/peft, 2023.

Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA PEFT: State-of-the-art parameter-efficient fine-tuning.https: //github.com/huggingface/peft, 2023

Reference 26

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source=pdf_text observed=2026-08-01T07:57:31.711323Z digest=sha256:db66c9b41d5d80937d4db6553a70ca38c9eff2a1a488a2a761ed4d1de629e72e

Pith citing papers

No inbound Pith citation observations are available.