Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T22:55:22.368903Z
Paper Citation Record · LEDGER
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech
As of 14 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2511.08247.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
46 of 46 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved38
- parse uncertain0
- malformed identifier8
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3e1bf304-5579-48e2-a090-8e933ccf857c · outbound
This paper cites Perplexity(PPL) (Jelinek et al., 1977) mea- sures text naturalness.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Perplexity(PPL) (Jelinek et al., 1977) mea- sures text naturalness
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:18.984285Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f895e115-33d4-4e74-85ec-42b902949047 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.027043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caa44f14-a807-4bf4-a726-c0c4111539b5 · outbound
This paper cites We employ two novel embedding-based met- rics for political authenticity assessment: Po- litical Spectrum Alignment (PSA) and Party Alignment (Party Align).
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech We employ two novel embedding-based met- rics for political authenticity assessment: Po- litical Spectrum Alignment (PSA) and Party Alignment (Party Align)
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.049039Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22bcbb04-46f4-482f-82b6-ab2e849218c1 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:18.949628Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3f12cce-93f3-441e-b6c8-7ee5cf14057a · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.083414Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53abb52b-a654-4cc7-b895-5f7b48138f80 · outbound
This paper cites This section presents fine-tuning effectiveness and performance patterns across political parties, topic domains, and ideo- logical orientations.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech This section presents fine-tuning effectiveness and performance patterns across political parties, topic domains, and ideo- logical orientations
Reference 6
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:19.125675Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4c99eca-d2cc-4704-b4e4-1ecd4042994e · outbound
This paper cites Par- liaBench provides standardized evaluation proto- cols and baseline performance results that sup- port systematic comparison and reproducible re- search in the field.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Par- liaBench provides standardized evaluation proto- cols and baseline performance results that sup- port systematic comparison and reproducible re- search in the field
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.159159Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9e89304-e321-4a1f-b8f7-c192f0b1ae6a · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.206702Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bccc81dc-193a-4976-88a4-883980344237 · outbound
This paper cites Simulating The U.S. Senate: An LLM-Driven Agent Approach to Modeling Legislative Behavior and Bipartisanship.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Simulating The U.S. Senate: An LLM-Driven Agent Approach to Modeling Legislative Behavior and Bipartisanship
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.236444Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85849c98-895f-4258-8d4b-3e0cd67fa08f · outbound
This paper cites The system employs Flow-Judge-v0.1, a 3.8B parameter evaluation model, to score speeches across six dimensions using a 10-point scale.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech The system employs Flow-Judge-v0.1, a 3.8B parameter evaluation model, to score speeches across six dimensions using a 10-point scale
Reference 10
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:19.482791Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b61634d2-aedd-4da7-b7b6-240a2d0a62bf · outbound
This paper cites Dataset Statistics Table 3 presents detailed breakdown of speeches by political affiliation in the Parliamentary Debates Benchmark.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Dataset Statistics Table 3 presents detailed breakdown of speeches by political affiliation in the Parliamentary Debates Benchmark
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.323392Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 105707f5-44ed-4ee6-a2ac-8a42d6fb76d0 · outbound
This paper cites Address the debate on Domestic Renewable Energy on ENERGY.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Address the debate on Domestic Renewable Energy on ENERGY
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:22.364167Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91f1e518-a070-4f8d-896c-8d34a81ca4ec · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.543690Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e3d9c96-ebf6-4e54-ad47-d0c8acf6dacb · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.651795Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20fb02e2-c94d-4993-bed4-7e9c58309f96 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.681995Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f6878f6-687b-40f2-9600-beea4af5b180 · outbound
This paper cites ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text
Reference 16
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:19.707114Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b422dfd-f85b-4d96-9469-b4f2fc8002a9 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.742478Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ad6ae64-dc7b-4941-9090-3644153d2834 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.783314Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23335374-aec0-4dcd-95af-b626fa9e46db · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.812067Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3b07be7-6b24-4c35-bb92-56675f9054b4 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.900393Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 535b46fc-05c9-48c9-95b5-62e6d269c99e · outbound
This paper cites {{PROMPT}}.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech {{PROMPT}}
Reference 21
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:20.060156Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c0ff24f-3e0f-499e-a438-afd2b909ba73 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.157763Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8580424-9c1a-4b9f-8392-b8c9337f65da · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.242143Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0412f20-eede-4599-9f81-7432163458e0 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.336669Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef19c11c-5a98-4cfd-8d78-1cde1259bed2 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.410212Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7887eeae-7dc3-48d9-860b-8cee6671cd25 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.492123Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbd39efa-513d-4928-8b33-31d9139caa89 · outbound
This paper cites ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text
Reference 27
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:20.570192Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02b6a530-4f3f-478b-88a2-3c7561440ccd · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.682343Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1145aa9-d129-4705-a446-77f50f0fa9e2 · outbound
This paper cites Mr. Speaker.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Mr. Speaker
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.798280Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a610493-46da-4cfb-9280-669ebf04444c · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.839694Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f5074ef-fe14-4bdb-adfb-7161298d37a1 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:20.905563Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf56476c-0d96-416e-be22-7f0cf14044a2 · outbound
This paper cites ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text
Reference 32
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:20.964833Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36e5a238-c248-49fe-9d4a-0bc4478cb203 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.062336Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88f0ceb3-9e9a-4854-9dfc-b5144414fa38 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.166951Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a3ec214-ac29-475a-9a36-dced95ec6a8d · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.271950Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c5563a5-f1a2-4c1d-8859-5ebab97f2dd4 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.323559Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d8b2e28-5781-401b-8dd4-0e0a741cf563 · outbound
This paper cites ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text
Reference 37
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:21.431274Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37fde3a6-0e75-46f6-aa4d-7007c73f9da1 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.544370Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a01413f-8d63-44c3-b7ce-6ea64163742f · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.644893Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 579d770c-7b61-444d-bdd9-eddf05af1e8c · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.764762Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8866db2-d00f-4b1b-895c-838200e0d1ac · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:21.922795Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f341651c-caa8-4c33-b041-3d439dbff0ca · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:22.032819Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e591090e-82a1-4f9b-afc4-b83c78dfac0a · outbound
This paper cites ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech ## FORMAT FOR THE EVALUATION - Write your verbal feedback inside <feedback> tags without any surrounding text
Reference 43
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T22:55:22.156871Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 521b2a1f-c9d1-41b4-a1fc-deb2328f95f3 · outbound
This paper cites an unresolved cited work.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Unresolved cited work
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:22.262624Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d01e1426-48f2-47aa-b1f6-58ef1764ac45 · outbound
This paper cites Party-Specific Performance Table 8 presents detailed performance scores for all UK parliamentary parties across fine-tuned models.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech Party-Specific Performance Table 8 presents detailed performance scores for all UK parliamentary parties across fine-tuned models
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:22.368903Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be47faf1-1dca-41f6-9883-c354525b8257 · outbound
This paper cites In Andrea Volkens, Judith Bara, Ian Budge, Michael D.
ParliaBench: An Evaluation and Benchmarking Framework for LLM-Generated Parliamentary Speech In Andrea Volkens, Judith Bara, Ian Budge, Michael D
Reference 2013
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T22:55:19.280321Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.