Paper Citation Record · LEDGER

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach

As of 7 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2607.14957.

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

pith.paper-citation-record.v1
2607.14957 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T00:37:49.664579Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

40 of 40 outbound references displayed

verified exact0
verified fuzzy0
unresolved40
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malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d76de29c-d92e-4eb0-8096-cef617dfbdfc · outbound

This paper cites Understanding online firestorms: Negative word-of-mouth dynamics in social media networks,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Understanding online firestorms: Negative word-of-mouth dynamics in social media networks,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.073817Z

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Observation ec94ceac-2d87-4516-891f-e8d2ce0e9132 · outbound

This paper cites Digital social norm enforcement: Online firestorms in social media,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Digital social norm enforcement: Online firestorms in social media,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.181819Z

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Observation 277f15dd-d701-49ab-bbfe-cbbf02cafc52 · outbound

This paper cites Brand crises in the digital age: The short- and long-term effects of social media firestorms on consumers and brands,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Brand crises in the digital age: The short- and long-term effects of social media firestorms on consumers and brands,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.236491Z

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Observation a9a00e55-5f35-4192-a8d8-a724eed93b78 · outbound

This paper cites Understanding the impact of online firestorms on financial performance in corporate social responsibility campaigns,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Understanding the impact of online firestorms on financial performance in corporate social responsibility campaigns,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.302586Z

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Observation e2a8a7cc-6a61-4826-b0e4-50310678f36c · outbound

This paper cites Silence is golden? Mitigating different types of online firestorms of Fortune 100 corporations on Twitter,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Silence is golden? Mitigating different types of online firestorms of Fortune 100 corporations on Twitter,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.348058Z

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Observation 31b81035-4160-4615-8fd3-ddc4ae3c32fc · outbound

This paper cites Does my social media burn? – identify features for the early detection of company-related online firestorms on Twitter,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Does my social media burn? – identify features for the early detection of company-related online firestorms on Twitter,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.427377Z

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Observation a6f3cd5f-16be-48e7-9ccb-dfeda6b43b13 · outbound

This paper cites Detect- ing, preventing, and mitigating online firestorms in brand communities,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Detect- ing, preventing, and mitigating online firestorms in brand communities,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.471119Z

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Observation 786e0bdf-5710-4bd3-baf7-420e2fe25351 · outbound

This paper cites Establishing social media firestorm scale via large dataset media analytics,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Establishing social media firestorm scale via large dataset media analytics,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.551141Z

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Observation 1c81f9d9-6408-4a69-8d2d-07d39af41436 · outbound

This paper cites A Survey on LLM-as-a-Judge.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach A Survey on LLM-as-a-Judge

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.596343Z

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Observation 7852ae06-de74-4b0d-b267-253b5104e5bb · outbound

This paper cites The digital outcry: What incites participation behavior in an online firestorm?.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach The digital outcry: What incites participation behavior in an online firestorm?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.656765Z

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Observation 494d9f1e-7d9d-408e-9837-98e1050431e6 · outbound

This paper cites What drives people to participate in online firestorms?.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach What drives people to participate in online firestorms?

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:45.859637Z

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Observation 4fcd5929-9eb1-4fe2-a73b-b852c3671eaa · outbound

This paper cites How harmful are online firestorms for brands? An approach to the phenomenon from the participant level,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach How harmful are online firestorms for brands? An approach to the phenomenon from the participant level,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.029904Z

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Observation 6f22b47b-1426-4f4d-a5c0-f2bde333ecfa · outbound

This paper cites Judging the wrongness of firms in social media firestorms: The heuristic and systematic information processing perspective,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Judging the wrongness of firms in social media firestorms: The heuristic and systematic information processing perspective,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.039092Z

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Observation 31be9c97-c5a9-4429-99e9-2354d62bf29c · outbound

This paper cites Detecting online firestorms in social media,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Detecting online firestorms in social media,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.117782Z

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Observation 92822357-1502-4e00-9624-d014696e3994 · outbound

This paper cites Identifying lexical change in negative word-of-mouth on social media,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Identifying lexical change in negative word-of-mouth on social media,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.205568Z

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Observation 54e83c49-c340-4d59-ab7c-e2f198fd19d8 · outbound

This paper cites Developing a social media firestorm scale: From conceptualization to AI-assisted validation,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Developing a social media firestorm scale: From conceptualization to AI-assisted validation,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.343803Z

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Observation 793d7a42-8163-4551-a46e-d3f18ab8a8b1 · outbound

This paper cites Emotion shapes the diffusion of moralized content in social networks,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Emotion shapes the diffusion of moralized content in social networks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.459994Z

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Observation 30cc83f8-835e-4f87-8a0b-04a7666383e4 · outbound

This paper cites Against the others! Detecting moral outrage in social media networks,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Against the others! Detecting moral outrage in social media networks,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.685504Z

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Observation ab484cdd-737e-48ce-b75f-9b988dc64faf · outbound

This paper cites Collective empowerment and connective outcry: What legitimize netizens to engage in negative word-of-mouth of online firestorms?.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Collective empowerment and connective outcry: What legitimize netizens to engage in negative word-of-mouth of online firestorms?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:46.866097Z

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Observation d393793d-f156-4b58-8cf9-cdc687ee5073 · outbound

This paper cites Understanding the drivers and outcomes of ideologically charged social media firestorms: The sociotechnical and social learning perspectives,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Understanding the drivers and outcomes of ideologically charged social media firestorms: The sociotechnical and social learning perspectives,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:47.132982Z

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Observation a5260d07-7016-4473-b4f6-0f927fe9f835 · outbound

This paper cites The use of Reddit as an inexpensive source for high-quality data,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach The use of Reddit as an inexpensive source for high-quality data,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:47.361272Z

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Observation 7653b78b-fc04-4072-a2c6-578a2f1025ef · outbound

This paper cites Passive data collection on Reddit: A practical approach,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Passive data collection on Reddit: A practical approach,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:47.500900Z

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Observation 9eaeedad-1d29-40a7-beca-e62f703f48d1 · outbound

This paper cites Purposive sampling: Complex or simple? Research case examples,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Purposive sampling: Complex or simple? Research case examples,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:47.649771Z

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Observation 3c3de38d-6c2d-48e9-b22b-3384d6f89768 · outbound

This paper cites Inter-coder agreement for computational linguistics,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Inter-coder agreement for computational linguistics,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:47.759612Z

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Observation f4c829ab-097e-41a7-89c8-d1562efc26bc · outbound

This paper cites The NLP Task Effectiveness of Long-Range Transformers.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach The NLP Task Effectiveness of Long-Range Transformers

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:47.870651Z

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Observation 56899aed-6eda-435b-86e4-5225828d2302 · outbound

This paper cites ChuLo: Chunk-Level Key Information Representation for Long Document Understanding.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach ChuLo: Chunk-Level Key Information Representation for Long Document Understanding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:47.942905Z

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Observation 10a76ecf-8579-48f6-b5bc-9fae346fc5b0 · outbound

This paper cites Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.047746Z

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Observation d17baa20-2bdd-4290-b448-90ae59c916f4 · outbound

This paper cites Context-Aware Hierarchical Merging for Long Document Summarization.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Context-Aware Hierarchical Merging for Long Document Summarization

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.181509Z

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Observation 933bfb0c-1efe-4ded-a752-c1fee79f7643 · outbound

This paper cites Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.269627Z

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Observation adb24dd6-6145-4811-8caf-217275151f9e · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.355524Z

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Observation f7c9c51a-4d75-47f3-aaec-0b6f475cc347 · outbound

This paper cites Random search for hyper-parameter opti- mization,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Random search for hyper-parameter opti- mization,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.470396Z

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Observation d1d4249c-f2f7-4d91-aa77-1e6706127d0d · outbound

This paper cites Optimizing F-measure: A Tale of Two Approaches.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Optimizing F-measure: A Tale of Two Approaches

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.532445Z

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Observation 44381b04-43b4-45e5-a458-bf952b368ffe · outbound

This paper cites GPT-4o mini: Advancing cost-efficient intelligence,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach GPT-4o mini: Advancing cost-efficient intelligence,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.654896Z

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Observation 963e1b37-4592-4957-afec-489708d5d682 · outbound

This paper cites GPT-4 Technical Report.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach GPT-4 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:48.913394Z

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Observation a943e17b-391c-4ca2-826f-60514b7a3ff7 · outbound

This paper cites The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:49.085972Z

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Observation 52ccf305-49ee-4b91-8ee7-4ad5c43b2fb0 · outbound

This paper cites Assessing the impact of contextual information in hate speech detection,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Assessing the impact of contextual information in hate speech detection,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:49.197717Z

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Observation 4dadd415-4aad-4785-9863-9e460835ba37 · outbound

This paper cites Quantifying limits to detection of early warning for critical transitions,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Quantifying limits to detection of early warning for critical transitions,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:49.365271Z

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Observation 439539d0-467e-4706-a5db-5a427d667156 · outbound

This paper cites Studying Reddit: A systematic overview of disciplines, approaches, methods, and ethics,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Studying Reddit: A systematic overview of disciplines, approaches, methods, and ethics,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:49.475821Z

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Observation ab5374c1-d76c-4922-8056-ff4192b8e6fa · outbound

This paper cites Large Language Models Are Human-Level Prompt Engineers.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Large Language Models Are Human-Level Prompt Engineers

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:49.632830Z

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Observation 02754636-f600-4e29-980c-31e7ab9aa248 · outbound

This paper cites Fueling the firestorm: Effects of social capital on users’ persuasiveness during online firestorms,.

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach Fueling the firestorm: Effects of social capital on users’ persuasiveness during online firestorms,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:49.664579Z

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Pith citing papers

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