Paper Citation Record · LEDGER

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems

As of 20 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2412.12731.

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

pith.paper-citation-record.v1
2412.12731 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:50:57.415923Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:29:35.660378Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-16T11:29:36.028988Z

Reference resolution

36 of 36 outbound references displayed

verified exact11
verified fuzzy9
unresolved8
parse uncertain0
malformed identifier4
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f6eb5dd-28fa-4892-8689-2d4bc6ad8047 · outbound

This paper cites Quantum natural language processing based sentiment analysis using lambeq toolkit,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Quantum natural language processing based sentiment analysis using lambeq toolkit,

Reference 1

Resolution: verified exact; raw_fallback, observed 2026-08-11T13:50:59.161742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1629b786-0aba-47fd-9e22-4332ff99cdd7 · outbound

This paper cites A survey on sentiment analysis by using machine learning methods,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems A survey on sentiment analysis by using machine learning methods,

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T13:50:59.067206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 71ea6b91-3aca-4de2-9038-68c94f982cf2 · outbound

This paper cites Optimization of sentiment analysis using machine learning classifiers,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Optimization of sentiment analysis using machine learning classifiers,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.237267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 775b2ea2-93db-4380-99e9-8c796ddbf7b9 · outbound

This paper cites Sentiment analysis on product reviews using machine learning techniques,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Sentiment analysis on product reviews using machine learning techniques,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.327022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 87734e08-0807-4527-9357-a03ed441712b · outbound

This paper cites Sentiment analysis of movie reviews using machine learning techniques,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Sentiment analysis of movie reviews using machine learning techniques,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.251692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 733b40d6-563c-4492-9377-693a40594815 · outbound

This paper cites Application of machine learning techniques to sentiment analysis,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Application of machine learning techniques to sentiment analysis,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.256402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce13a6ec-562f-4c16-80b4-cf8cfd65554c · outbound

This paper cites A review of contextual information for context-based approach in sentiment analysis,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems A review of contextual information for context-based approach in sentiment analysis,

Reference 7

Resolution: verified exact; doi, observed 2026-08-11T13:50:57.661188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 567ef22e-a5a3-47ac-9470-3ea0b1ed258f · outbound

This paper cites Who cares about sarcastic tweets? investigating the impact of sarcasm on sentiment analysis,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Who cares about sarcastic tweets? investigating the impact of sarcasm on sentiment analysis,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.311927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4fba2bdb-1b90-441e-9cd5-915813b582f2 · outbound

This paper cites Enhancement bag-of-words model for solving the challenges of sentiment analysis,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Enhancement bag-of-words model for solving the challenges of sentiment analysis,

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T13:50:58.807453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9a4d44de-168d-437e-825c-919723de6280 · outbound

This paper cites Sentiment analysis of extremism in social media from textual information,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Sentiment analysis of extremism in social media from textual information,

Reference 10

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T13:50:58.642236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 34b195bc-b769-4703-88d1-52d41d8e4dd7 · outbound

This paper cites The biases of pre-trained language models: An empirical study on prompt-based sentiment analysis and emotion detection,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems The biases of pre-trained language models: An empirical study on prompt-based sentiment analysis and emotion detection,

Reference 11

Resolution: malformed identifier; no resolver link, observed 2026-08-11T13:50:57.282378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa6e061-f88c-48c8-9c0d-109ccae89742 · outbound

This paper cites Sentiment analysis in twitter using machine learning techniques,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Sentiment analysis in twitter using machine learning techniques,

Reference 12

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T13:50:58.382675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e14132d1-2525-4001-9d32-ec5aacce9e12 · outbound

This paper cites Rapid solution of problems by quantum computation,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Rapid solution of problems by quantum computation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.293661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 60f1b0a1-8e92-44d1-b3ef-1e6780e34ac8 · outbound

This paper cites Quantum machine learning,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Quantum machine learning,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.300165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84e20313-5e80-4714-8c93-4253715a4f06 · outbound

This paper cites Deep sentiment extraction using fuzzy-rule based deep sentiment analysis,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Deep sentiment extraction using fuzzy-rule based deep sentiment analysis,

Reference 15

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T13:50:58.213478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a67914d0-f899-49a2-8021-f8b7e7c4a541 · outbound

This paper cites Sentiment analysis of students’ feedback on e-learning using a hybrid fuzzy model,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Sentiment analysis of students’ feedback on e-learning using a hybrid fuzzy model,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.273744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation faa64fe5-8ffd-427c-a546-6ee557d30d1f · outbound

This paper cites Fuzzy sentiment analysis using convolutional neural network,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Fuzzy sentiment analysis using convolutional neural network,

Reference 17

Resolution: verified exact; doi, observed 2026-08-11T13:50:57.639928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1871ec17-131a-4202-8c54-6fcc8fcba57f · outbound

This paper cites Fuzzy deep belief networks for semi-supervised sentiment classification,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Fuzzy deep belief networks for semi-supervised sentiment classification,

Reference 18

Resolution: malformed identifier; no resolver link, observed 2026-08-11T13:50:57.319949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44e45650-b9c3-434d-b5a0-2684b0dbf7e4 · outbound

This paper cites Sentiment analysis on twitter data using modified neuro fuzzy algorithm,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Sentiment analysis on twitter data using modified neuro fuzzy algorithm,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.258202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7f5be9d7-23cb-4a7e-8f1f-aa8bfc38dc04 · outbound

This paper cites A survey of quantum-cognitively inspired sentiment analysis models,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems A survey of quantum-cognitively inspired sentiment analysis models,

Reference 20

Resolution: verified exact; doi, observed 2026-08-11T13:50:57.611303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0e7c3864-7e61-4da1-b6c2-358a181d01d5 · outbound

This paper cites Quantum-inspired fully complex-valued neutral network for sentiment analysis,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Quantum-inspired fully complex-valued neutral network for sentiment analysis,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.239519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 368c6854-97fc-40bf-abeb-6e5bd0868556 · outbound

This paper cites The role of entanglement for enhancing the efficiency of quantum kernels towards classification,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems The role of entanglement for enhancing the efficiency of quantum kernels towards classification,

Reference 22

Resolution: verified exact; doi, observed 2026-08-11T13:50:57.563235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c10f00d6-ab40-4b69-8fcc-04a388f3e145 · outbound

This paper cites Quantum representation for sentiment classification,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Quantum representation for sentiment classification,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.352134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1090d822-a19d-46a4-b46a-c8e4b3b9791f · outbound

This paper cites Quantum-enhanced support vector machine for sentiment classification,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Quantum-enhanced support vector machine for sentiment classification,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.356526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 963453b9-391f-45c5-95f0-2a9e90807c99 · outbound

This paper cites PQLM -- Multilingual Decentralized Portable Quantum Language Model for Privacy Protection.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems PQLM -- Multilingual Decentralized Portable Quantum Language Model for Privacy Protection

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:50:57.545169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation da3653ca-b117-4442-afb4-cbc2b85a57c7 · outbound

This paper cites Fuzzy logic,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Fuzzy logic,

Reference 26

Resolution: malformed identifier; doi_truncated, observed 2026-08-11T13:50:57.517091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 24b86abf-0a48-4ba7-b9f7-a18beb820b4b · outbound

This paper cites Chapter 2 - fundamentals of type-1 fuzzy logic theory,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Chapter 2 - fundamentals of type-1 fuzzy logic theory,

Reference 27

Resolution: verified exact; doi, observed 2026-08-11T13:50:57.499308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c03bbc31-1a7f-4f42-ae0c-42551aa3b915 · outbound

This paper cites Coronavirus tweets nlp - text classification.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Coronavirus tweets nlp - text classification

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.219787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a5e96ec9-618a-4455-9516-78e46aeee87a · outbound

This paper cites Sentiment140 dataset with 1.6 million tweets.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Sentiment140 dataset with 1.6 million tweets

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.197686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f9fd4b32-b27d-4e72-a9e0-b57748a31ac5 · outbound

This paper cites Hybrid Quantum-Classical Machine Learning for Sentiment Analysis.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Hybrid Quantum-Classical Machine Learning for Sentiment Analysis

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:50:57.475004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9fe6d274-9d02-4181-a215-b1fed9d70b80 · outbound

This paper cites Quantum computing and machine learning for arabic language sentiment classification in social media,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Quantum computing and machine learning for arabic language sentiment classification in social media,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:50:59.180344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d95b9193-728a-4d5f-ba25-7253b6203e5b · outbound

This paper cites Cfn: A complex-valued fuzzy network for sarcasm detection in conversations,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Cfn: A complex-valued fuzzy network for sarcasm detection in conversations,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.408851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dea5726-f875-451d-bf7e-faf2544ca267 · outbound

This paper cites Analysis of quantum machine learning algorithms in noisy channels for classification tasks in the iot extreme environment,.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Analysis of quantum machine learning algorithms in noisy channels for classification tasks in the iot extreme environment,

Reference 33

Resolution: verified exact; raw_fallback, observed 2026-08-11T13:50:57.798267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0853f41a-2e11-4a5b-b408-77f1b1fb62bb · outbound

This paper cites Available: https://doi.org/10.1098/rspa.1992.0167.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Available: https://doi.org/10.1098/rspa.1992.0167

Reference 1992

Resolution: unresolved; no resolver link, observed 2026-08-11T13:50:57.295682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aecfd60b-e6d7-4d08-b658-8df00da0938d · outbound

This paper cites an unresolved cited work.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Unresolved cited work

Reference 2017

Resolution: verified exact; doi, observed 2026-08-11T13:50:57.679824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8321d904-14b2-4740-af5f-2db0585b8b8e · outbound

This paper cites Available: https://doi.org/10.3390/axioms12030308.

SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems Available: https://doi.org/10.3390/axioms12030308

Reference 2023

Resolution: verified exact; doi, observed 2026-08-11T13:50:57.589589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 5f2d65d0-10bf-4eb4-9084-40fb5f1377e8 · inbound

Visualizing Public Opinion on X: A Real-Time Sentiment Dashboard Using VADER and DistilBERT cites this paper.

Visualizing Public Opinion on X: A Real-Time Sentiment Dashboard Using VADER and DistilBERT SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:29:36.037476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.