Pith. sign in

Paper Citation Record · LEDGER

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures

As of 9 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2508.21332.

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

pith.paper-citation-record.v1
2508.21332 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:23:41.474934Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-11T02:00:27.185384Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T19:36:13.615158Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy9
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a382e98f-f431-4d3e-8ee9-538037217647 · outbound

This paper cites Attention is all you need,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Attention is all you need,

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:39.505958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:39.505958Z digest=sha256:d1e4084a70769c2d2430449bbbd845f0db7fdfa545f033f76a1ea2e698a697fd

Observation b2c17b18-d441-4f24-b625-fa3c149d1017 · outbound

This paper cites Improving language understanding by generative pre- training,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Improving language understanding by generative pre- training,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:43.576834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:39.628574Z digest=sha256:236a824d229c71f1a46a52aac6853bfd1c6dcd37a16e1d00e9cd6927f1230663

Observation e48db365-fd53-48d6-9f58-c96a932037eb · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:39.732384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:39.732384Z digest=sha256:475749b5b8220f15498c3ef238bb5a2552ab9e639a3a912e96f4678aa87f99c7

Observation ff62bc7c-6eaa-4ed4-a754-5699bc493dba · outbound

This paper cites Rwkv: Reinventing rnns for the transformer era,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Rwkv: Reinventing rnns for the transformer era,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:43.388558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:39.854382Z digest=sha256:06218a03fff27697203682b7d3db4a87f89ec4fd481e3af1d553d79adeded1b9

Observation 2189bc3f-f96a-4e05-a88d-25d5b8f2465a · outbound

This paper cites Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:39.948383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:39.948383Z digest=sha256:90991617f978748502e7b622566268f2042ba99b4810dc472c3451e1a2c031ce

Observation b01d7306-c903-4fde-8dfd-50a534314b73 · outbound

This paper cites NECOMIMI: Neural-Cognitive Multimodal EEG-informed Image Generation with Diffusion Models.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures NECOMIMI: Neural-Cognitive Multimodal EEG-informed Image Generation with Diffusion Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:40.049290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:40.049290Z digest=sha256:798f50ae447aa6fee0f9c3ba5c86070ba5ab15b6e72b278274d6ded59abcd793

Observation caf90841-83a2-4009-8e09-2fd46084518e · outbound

This paper cites Quantum machine learning,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Quantum machine learning,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:40.182383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:40.182383Z digest=sha256:c178b8d16f22707cce9ee52e495952f44fa059874c3606ae6710c6efa10e79e4

Observation 4d40c857-11a8-4a5c-94a2-d17b7f448a19 · outbound

This paper cites Quantum convolutional neural networks,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Quantum convolutional neural networks,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:43.175415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:40.289121Z digest=sha256:b1739ef58468824f749a90f727be695a9bffa2fd2e44dd4405964406c3dcb9ec

Observation 77462014-ba43-4e02-a8f6-5ff9bdcd0f07 · outbound

This paper cites Variational quantum algorithms,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Variational quantum algorithms,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:42.938199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:40.413272Z digest=sha256:9c15048e757dcf6e736c24eca42614d6a6670ba58863f96d6b1764f38b9e3807

Observation 5853a29a-64a5-4e18-81c2-3fad3b8a5839 · outbound

This paper cites Quantum Adaptive Self-Attention for Quantum Transformer Models.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Quantum Adaptive Self-Attention for Quantum Transformer Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:40.509374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:40.509374Z digest=sha256:0f8a07bbf6788417a4b60271a4fa8f2a923ac9f3c9e5e2956d588aa3f6497bb9

Observation 8545b778-51c6-4e0e-a4cd-8be273bf48b9 · outbound

This paper cites Qksan: A quantum kernel self- attention network,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Qksan: A quantum kernel self- attention network,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:42.785867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:40.666966Z digest=sha256:3c597bc1a81e475a88ce0e8a03f1af0b3e219131729b8661a75fb038bda5f02b

Observation b7e367c7-3260-4ba6-8d29-56a9c71718ce · outbound

This paper cites Quantum natural language processing: Challenges and opportunities,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Quantum natural language processing: Challenges and opportunities,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:42.581405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:40.791309Z digest=sha256:7eb674ecd1814f8e0bcfe7e253904e0c683ef883d216f07629e9c74551afc560

Observation 039b809f-1381-41cd-862e-55994c2f7482 · outbound

This paper cites The dawn of quantum natural language process- ing,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures The dawn of quantum natural language process- ing,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:42.370953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:40.907479Z digest=sha256:d31b49c3ac5c58a38dfa253c6c2c93643620cbf82df322289e9454a174da63b3

Observation bda25639-74f0-4ac4-8fc9-d32c78d9798b · outbound

This paper cites Quantum-Enhanced Attention Mechanism in NLP: A Hybrid Classical-Quantum Approach.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Quantum-Enhanced Attention Mechanism in NLP: A Hybrid Classical-Quantum Approach

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:41.034614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:41.034614Z digest=sha256:10a88a635d015dce8af54d9db732710bf87944f6262a93a30fa765eaf84bb63f

Observation 5bbbf0a2-8b3b-45f6-813e-e41d03ccb707 · outbound

This paper cites The theory of variational hybrid quantum-classical algorithms,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures The theory of variational hybrid quantum-classical algorithms,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:42.143231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:41.201422Z digest=sha256:1afee1034c482c948ba93b9cfe5693061f460da302572655c2a861ddddf3917b

Observation 0db4e203-8b28-4100-a99b-88348c6b5d1a · outbound

This paper cites Qeegnet: Quantum machine learning for enhanced electroen- cephalography encoding,.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Qeegnet: Quantum machine learning for enhanced electroen- cephalography encoding,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:23:41.978110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T14:23:41.368152Z digest=sha256:c6b9cc760664eca60798ac275584c96b4f21c8b1fd441f3acb50f69afde0b2bf

Observation 36c8c6c8-7889-4018-bd4d-d6c480167ee6 · outbound

This paper cites Quantum-Enhanced Channel Mixing in RWKV Models for Time Series Forecasting.

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures Quantum-Enhanced Channel Mixing in RWKV Models for Time Series Forecasting

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T14:23:41.474934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:23:41.474934Z digest=sha256:71d480a238d3b896ffa2a3022c5a73f31fc81ea7474c3c2c20d514d28bc26ee9

Pith citing papers

Observation 1cdc539c-608e-479c-be2f-e2b7cc6f60e8 · inbound

Quantum-enhanced Large Language Models on Quantum Hardware via Cayley Unitary Adapters cites this paper.

Quantum-enhanced Large Language Models on Quantum Hardware via Cayley Unitary Adapters Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:36:13.617868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T11:33:34.346250Z digest=sha256:df36b37795d58b08a30338b59aeb85dd6f17f4aa34062d19d946329db563027d

Observation ea0ba3d0-8cb1-432e-84a0-3224052d69ae · inbound

Gated QKAN-FWP: Scalable Quantum-inspired Sequence Learning cites this paper.

Gated QKAN-FWP: Scalable Quantum-inspired Sequence Learning Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures

Reference 28

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:00:56.396558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-11T02:00:27.185384Z digest=sha256:4ec20272f5aae719912bc885a20ca2a3fc55487f608ee76bc29df3741df76f6f