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Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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=sha256:2339274372089b7f5d23ebf79e9856c08402eee452cce455d677120aae65d666

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:39.628574Z digest=sha256:43d241cbf9065271289aba9e9600b2783e4f214d751604692c2f80b7c465cd60

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:f2ca56d0dd7ca96054d55e9a90a62b51f48ceb096b4350aaf503a84054bdaf66

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:39.854382Z digest=sha256:2ffd127a0beada16075a06944bd4a05f0bd25116c8b7a249fac29a16669f7993

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

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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:da4608a675ea512803ecaecadf23c7de13d12ff9e486e5278945dcfb3ac0b6ca

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:a1e16178a14e76b8b2b071266f32f1fe3696b11fb6b292df54b17bb87be1405c

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=sha256:18d4a75b19821a653fd6062c7315b5b858620edd1084e4d4b70b23d16bcceb69

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:40.289121Z digest=sha256:44b20637bf0b77be2a069954ac80694dffdc098f8e71400aa732d7f5fcf86c0f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:40.413272Z digest=sha256:8fa46c8877d0f858f5193b7618cbc28a74d8547db35a2280c009798106364962

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=sha256:8088ed461efcbb1e2133b72e69d744eca81ccd70698e2f1c17bf96be98b8e1a9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:40.666966Z digest=sha256:9d3a29307aecf88e44c4b2b7d4cf48a9c5a6135a207165baf9c21f67617aa1c7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:40.791309Z digest=sha256:f019f02671f832249744dc2f567470b05d4b611d8affca4c80c83687407fdb6f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:40.907479Z digest=sha256:f19fd329d6358bfc57e71a8cd4830da1b0a668ae12f076fda4f6015c4b4747ab

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=sha256:58afb33cb84bceef9c5e4513a8022586428beb7caa9891e94ab5dc0288323fc3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:41.201422Z digest=sha256:d289ee20ecb400b2ced14dbdb126f8ded97a0b388ce487d3012b43c66e22a574

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:23:41.368152Z digest=sha256:147a7988f535fddbc1eba744a6a3b5f435019e0dc64278a29e520c071a4dc91b

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:ca5f7b68e866a6eab73f5739e79ad4597e80973b8e1441c769db3b28e00dc9cb

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

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-08T11:33:34.346250Z digest=sha256:3c20e9e51cf554019060e6ef01a01f61780066b38ead30a9f44d5ea068ddf21a

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-11T02:00:27.185384Z digest=sha256:b24322f36ace8a3707b6740d39db41cb4dba92688ef7bbb00b5f26399bd0b9f3