Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:46:51.433363Z
Paper Citation Record · LEDGER
LLMs as Architects and Critics for Multi-Source Opinion Summarization
As of 7 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2507.04751.
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 2026-08-07T06:34:17.273281+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
59 of 59 outbound references displayed
- verified exact15
- verified fuzzy1
- unresolved43
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation af10c27c-4eb5-4b83-a6ca-1e2e5e3d54ff · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:45.968982Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 063e1423-8a18-4983-9829-f62104676bd2 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 2
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:52.778880Z
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.
Observation 62716210-2df5-4912-a60b-278e156791a5 · outbound
This paper cites Unsupervised Opinion Summarization with Noising and Denoising.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unsupervised Opinion Summarization with Noising and Denoising
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T19:46:54.070592Z
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.
Observation ce6d7fa5-09b2-4ae4-8b7b-0fc7c445342c · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 4
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:52.657826Z
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.
Observation 5d8f3bdd-b5fa-4956-bbb8-1351cb4dd68e · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 5
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:52.518454Z
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.
Observation 793ed4c6-9761-4ffa-bd3c-f7c8597abce4 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:55.935766Z
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.
Observation 794aa1f0-033c-4be2-b2e0-d587ff0452bd · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:46.617759Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41181726-0a7f-4855-a924-275ab08ce02b · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:46.697642Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd7de224-bc74-492c-8fb2-0de657deb44b · outbound
This paper cites Few-Shot Learning for Opinion Summarization.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Few-Shot Learning for Opinion Summarization
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T19:46:53.836336Z
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.
Observation d717416f-9409-4169-a06c-37377724239a · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 11
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:52.396879Z
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.
Observation 83db4bd0-8204-46a6-942a-b0c43e5b0b4b · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:47.108432Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6af31491-e234-49aa-94d8-56c40324aae1 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:47.217360Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8271f0ab-cc16-45d5-a903-bb8f92c858f6 · outbound
This paper cites Gonzalez, Ion Stoica, and Eric P.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Gonzalez, Ion Stoica, and Eric P
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:47.298974Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdf77e53-568e-4817-a00d-4397cdebf49a · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:55.756816Z
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.
Observation 2643d39a-f011-40a4-86de-c8533de65105 · outbound
This paper cites MeanSum: A Neural Model for Unsupervised Multi-document Abstractive Summarization.
LLMs as Architects and Critics for Multi-Source Opinion Summarization MeanSum: A Neural Model for Unsupervised Multi-document Abstractive Summarization
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T19:46:53.583083Z
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.
Observation 70f69ffa-70ad-4cac-ad73-1173e7e223c6 · outbound
This paper cites Clark, Chris Dyer, Alon Lavie, and Noah A.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Clark, Chris Dyer, Alon Lavie, and Noah A
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T19:46:55.578206Z
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.
Observation f5dc7de7-348f-4398-956f-8beee9e48191 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:55.414115Z
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.
Observation 22f216cb-a2d2-4fe6-8da9-d80a5a246e05 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 20
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:52.288091Z
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.
Observation 463de8a5-5ded-43e6-a96c-a1d8c2aa9057 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:55.256417Z
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.
Observation 4b78c072-cf5b-4116-8641-c884890a457f · outbound
This paper cites SummEval: Re-evaluating Summarization Evaluation.
LLMs as Architects and Critics for Multi-Source Opinion Summarization SummEval: Re-evaluating Summarization Evaluation
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:47.887286Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76a77389-d5e0-4f14-9872-b9037564ff04 · outbound
This paper cites GPTScore: Evaluate as You Desire.
LLMs as Architects and Critics for Multi-Source Opinion Summarization GPTScore: Evaluate as You Desire
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.020495Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0d36cb2-dddd-46b8-bf15-f7567bb9d793 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.117482Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c54bded-4e21-462e-b7fd-d0bc98cf595a · outbound
This paper cites Mistral 7B.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Mistral 7B
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.186051Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fd0e030-d4e0-4276-9212-b1c2618ef434 · outbound
This paper cites Mixtral of Experts.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Mixtral of Experts
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.268630Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c11a10fd-ea86-436c-859f-b2f4c9097d90 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 28
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:52.149649Z
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.
Observation 6d5db1ae-b655-49fa-a6b5-f8c16b5200c6 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:55.085862Z
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.
Observation 7611ea96-389a-4e74-8c71-50134d277a57 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.528462Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b201a9c5-5d6c-4737-9e2b-3749330eca8e · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.619427Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation daf7aa06-9783-436f-bca6-fb28d2539836 · outbound
This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.
LLMs as Architects and Critics for Multi-Source Opinion Summarization BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.686602Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f277f6f9-81a6-4270-981a-81596674c00e · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:48.780249Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f779fc6-ccd9-4c85-9afd-15887b68c344 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:54.859503Z
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.
Observation 98d0c40a-36de-4a08-8558-0f7b583dd9b8 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:54.573700Z
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.
Observation 8e4cf3ea-e040-4f4a-ac60-960d1bf172bd · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:49.056849Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a69d548a-1da2-4834-bbb2-f54a59bb475b · outbound
This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.
LLMs as Architects and Critics for Multi-Source Opinion Summarization G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:49.163355Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97506aab-b934-4a7f-a101-4e6badb5280e · outbound
This paper cites Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM
Reference 38
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T19:46:53.386708Z
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.
Observation d35d03d1-53d8-4f8b-bcd9-fffe959375c7 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T19:46:54.305401Z
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.
Observation 06d15084-6574-4d28-a7e5-0ef494f1af38 · outbound
This paper cites GPT-4 Technical Report.
LLMs as Architects and Critics for Multi-Source Opinion Summarization GPT-4 Technical Report
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:49.441623Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea80237e-0f78-4a81-98e0-3152c1c97abd · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:49.509992Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 497ae6eb-f2b5-4af8-8ce2-afb3b9ca84bc · outbound
This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:49.573990Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d722b158-886e-411e-92ff-df93915dc50d · outbound
This paper cites OpinSummEval: Revisiting Automated Evaluation for Opinion Summarization.
LLMs as Architects and Critics for Multi-Source Opinion Summarization OpinSummEval: Revisiting Automated Evaluation for Opinion Summarization
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:49.682016Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d13f02b5-b779-4b5a-8709-03674c53c627 · outbound
This paper cites One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation.
LLMs as Architects and Critics for Multi-Source Opinion Summarization One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:49.772594Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e32d926-5a3d-4611-8636-221aa43933d2 · outbound
This paper cites Product Description and QA Assisted Self-Supervised Opinion Summarization.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Product Description and QA Assisted Self-Supervised Opinion Summarization
Reference 45
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T19:46:53.145604Z
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.
Observation 178ce468-e436-4c42-96b3-ea1a1404dfcf · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 46
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:52.000643Z
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.
Observation 98229740-bd51-482d-bfbd-82f1c617d219 · outbound
This paper cites Gemma: Open Models Based on Gemini Research and Technology.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Gemma: Open Models Based on Gemini Research and Technology
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.066199Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdd2369f-d8ce-4d62-9afc-b4872d7d6216 · outbound
This paper cites Zephyr: Direct Distillation of LM Alignment.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Zephyr: Direct Distillation of LM Alignment
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.174235Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6670e8e5-6983-4678-a2be-1556f733c9ec · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.262095Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15a6f4f7-24e9-4250-a1f9-d48fff9817d7 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.369274Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53341073-5b6c-4a36-91ff-290a50b3dce9 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.448528Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25238a59-47ac-48ad-acfb-c286a857260d · outbound
This paper cites Neural Network-Based Abstract Generation for Opinions and Arguments.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Neural Network-Based Abstract Generation for Opinions and Arguments
Reference 52
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T19:46:53.031379Z
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.
Observation cb1e75ed-2c04-4867-a6e2-905e2c5a494d · outbound
This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.638721Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d104d09-9aa7-40cd-bde7-2b974045cd20 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.736198Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 201bd409-2c29-4e3c-8481-39075fd1a561 · outbound
This paper cites Qwen2 Technical Report.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Qwen2 Technical Report
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.832718Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9513a04-9a68-495f-8367-9d3d86e22be5 · outbound
This paper cites BARTScore: Evaluating Generated Text as Text Generation.
LLMs as Architects and Critics for Multi-Source Opinion Summarization BARTScore: Evaluating Generated Text as Text Generation
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:50.912497Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a1ddde9-8a36-4948-af50-ace2ee52452b · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 57
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:51.820581Z
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.
Observation 986c611a-1010-4a15-8533-14f5da05324d · outbound
This paper cites PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization.
LLMs as Architects and Critics for Multi-Source Opinion Summarization PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:51.092533Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd7dfb56-f90b-4c47-a92f-beff8f8efaf7 · outbound
This paper cites BERTScore: Evaluating Text Generation with BERT.
LLMs as Architects and Critics for Multi-Source Opinion Summarization BERTScore: Evaluating Text Generation with BERT
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:51.179608Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b8f970d-d0ee-4744-b25c-93e127617f80 · outbound
This paper cites an unresolved cited work.
LLMs as Architects and Critics for Multi-Source Opinion Summarization Unresolved cited work
Reference 60
- Resolution
- verified exact
- doi, observed 2026-08-06T19:46:51.636023Z
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.
Observation b8b36b73-f647-484f-804e-b0bb0b21e426 · outbound
This paper cites URL: " 'urlintro :=.
LLMs as Architects and Critics for Multi-Source Opinion Summarization URL: " 'urlintro :=
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:51.370613Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cf07e51-008c-41fe-b5dc-32612cc13eb1 · outbound
This paper cites write newline.
LLMs as Architects and Critics for Multi-Source Opinion Summarization write newline
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:46:51.433363Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.