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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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=sha256:5552593b57370b9c1a2142c914c62ca1a61db716ccdb89431e2eafd5b1688d28

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:39.628574Z digest=sha256:a4b28194eb2ffc32add5e92a8c5bfe8305dece9073ad14074819ebe7c49bebf4

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=sha256:76f55317feb6366af713a494097e17d348ffe40b2b6b0554d713c64a086cd5ef

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:39.854382Z digest=sha256:46068241c9a244baa2d7a073293ef2c2ec9e83664341ef01505e3f979ce6ed72

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:d3bf46326bbf1cb78d36ea443118de41d60f9dc25ce57bb6988bc6c2778a2c7d

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=sha256:8b09a8871219fc68adcc3540cdc5f6ecace0fd4c66ab54d2082f4732faaa8edf

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=sha256:4f7a6148105757037bb128fc5438dfc8e2bdecb368499b4d54a6f241ee74f602

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:40.289121Z digest=sha256:0c778479e570a66d89f30ec07d290f3bce772aaef421253aaf7b6fe7f210074d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:40.413272Z digest=sha256:ffff39efd164876ac284a094d50e87120a8457c6e271edd51d03e791e02e59e5

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=sha256:0756f4cdb1ea5ee42965604157230916b3d00ff71acd6c172f979f2623c15daa

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:40.666966Z digest=sha256:08d6ccd0e20eb4dffd9aa8f3a251c1d85d1028a3641a99d666b3ade276d23051

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:40.791309Z digest=sha256:f818eb94f51376fe5f998f920399d50929429a45f929a4b6aa267130b9aba942

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:40.907479Z digest=sha256:39661f7611b0e361b27430ec48dc07cbb95046181ad6a2dd0e119e930bf6a93c

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:fad868fbd5fbfbcbcfb6561bf55dfa1aead2ccf01748d851c089b81627cbc119

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:41.201422Z digest=sha256:5d7c0a24fb62383636462e67c034190407b7d9c2d4cc4497181db276ff604cff

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:23:41.368152Z digest=sha256:2798c078433b0793b94cd4c388f870f446a2dd36cd09ac295d1d9a38a26bc52b

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

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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=sha256:04ff0596bd52944c5e27c08de094abf1d0b1333fc6913c4206d7a9b043af9a3f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:33:34.346250Z digest=sha256:fb0fe6131f9c16b54f2ff7a3a61e86826dd797df9ca1184814ca3beb06b44787

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-11T02:00:27.185384Z digest=sha256:cb6d5089f1205d5b9f5745d5993b0c1760d77f74cc97ff1890e8190a8c1d6a0e