Paper Citation Record · LEDGER

Unsupervised Transcript-assisted Video Summarization and Highlight Detection

As of 7 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2505.23268.

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

pith.paper-citation-record.v1
2505.23268 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:54:19.856159Z

measured 26 of 26 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy22
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 255ca5ff-7fb4-4850-be8d-db87a2bb0e1a · outbound

This paper cites Align and attend: Multimodal summarization with dual contrastiv e losses,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Align and attend: Multimodal summarization with dual contrastiv e losses,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:25.528941Z

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 6e930162-5b9e-46fd-bbd3-55ae43317b2f · outbound

This paper cites Clover: T owards a uniﬁed video-language alignment and fusion model,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Clover: T owards a uniﬁed video-language alignment and fusion model,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:25.313406Z

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 37a123c6-8d8f-45e2-9e3d-cf28bb2b2ff3 · outbound

This paper cites SUSiNet: See, understand and summarize it,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection SUSiNet: See, understand and summarize it,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:25.093946Z

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 b95352db-86b7-431a-b4c9-d784454a8592 · outbound

This paper cites UMT: Un iﬁed multi-modal transformers for joint video moment retrieval and highlight detection,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection UMT: Un iﬁed multi-modal transformers for joint video moment retrieval and highlight detection,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:24.873048Z

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 b18d4533-263d-4070-8ab2-c6c5b36c6e65 · outbound

This paper cites CLIP-it! la nguage-guided video summarization,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection CLIP-it! la nguage-guided video summarization,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:24.575792Z

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 eed8a926-2057-4442-8544-0f509613b852 · outbound

This paper cites Creating summaries from user videos,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Creating summaries from user videos,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:24.373861Z

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 45204a32-4423-49fc-9ad1-098b3bba9675 · outbound

This paper cites TVSum: Summarizing web videos using titles,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection TVSum: Summarizing web videos using titles,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:24.135808Z

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 e7d54eac-11c2-4a59-a3f9-22799e0ee230 · outbound

This paper cites Deep reinforcement learning for uns upervised video summarization with diversity-representativeness reward,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Deep reinforcement learning for uns upervised video summarization with diversity-representativeness reward,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:23.948873Z

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 b50f2ff4-c28b-4b04-9487-0885bc7b84bd · outbound

This paper cites Summarizing videos using concentrated attention and considering the un iqueness and diversity of the video frames,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Summarizing videos using concentrated attention and considering the un iqueness and diversity of the video frames,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:23.704468Z

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 e77ff443-b4d3-477e-aa60-56085cc752ce · outbound

This paper cites TL;DW? Summarizing Instructio nal Videos with Task Relevance and Cross-Modal Saliency,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection TL;DW? Summarizing Instructio nal Videos with Task Relevance and Cross-Modal Saliency,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:23.487700Z

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 55f3bec8-60de-408a-881d-0d810d202a93 · outbound

This paper cites Rethinkin g spatiotem- poral feature learning: Speed-accuracy trade-offs in vide o classiﬁcation,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Rethinkin g spatiotem- poral feature learning: Speed-accuracy trade-offs in vide o classiﬁcation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:23.276417Z

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 9d8e2308-f7ff-452b-bd09-0dece83de2df · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:54:18.964559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f372dae-3bed-4e7b-80a0-5702f1a0bce0 · outbound

This paper cites AREDSUM: Adaptive redundancy-aware iterative sentence ranking for extracti ve document summarization,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection AREDSUM: Adaptive redundancy-aware iterative sentence ranking for extracti ve document summarization,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:23.095873Z

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 cff0ff2b-9299-4c67-88a8-4af7ca625b7f · outbound

This paper cites Attention is all you need,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Attention is all you need,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:22.903832Z

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 701e8788-8a6e-4869-bdc3-bb00788978c6 · outbound

This paper cites VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:54:19.140326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5254dac2-47db-4fad-a325-79a852aafcc6 · outbound

This paper cites Simple statistical gradient-followi ng algorithms for connectionist reinforcement learning,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Simple statistical gradient-followi ng algorithms for connectionist reinforcement learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:22.639669Z

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 a98664f6-bc7e-442c-ae1b-07415d1cbf90 · outbound

This paper cites Adam: A method for stochastic opt imization,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Adam: A method for stochastic opt imization,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:54:19.241770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d02cb6-099b-4849-8583-bff9ff7666aa · outbound

This paper cites Abstractive text summarization using sequence-to-seque nce RNNs and beyond,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Abstractive text summarization using sequence-to-seque nce RNNs and beyond,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:22.405014Z

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 61934291-2a83-4dc6-9eb2-afc055363ec3 · outbound

This paper cites HowTo100M: Learning a text-video embedding by watching hu ndred million narrated video clips,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection HowTo100M: Learning a text-video embedding by watching hu ndred million narrated video clips,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:22.235780Z

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 a23ffb87-3931-4893-8939-5b73da35ad07 · outbound

This paper cites Mr. HiSum: A large-scale data set for video highlight detection and summarization,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Mr. HiSum: A large-scale data set for video highlight detection and summarization,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:22.019824Z

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 75c4784f-b26e-4d75-83ae-6f872e9962c4 · outbound

This paper cites Reth inking the evaluation of video summaries,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Reth inking the evaluation of video summaries,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:21.831846Z

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 72018b24-f092-453f-bdfc-639cb90eaf01 · outbound

This paper cites Zwillinger and S.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Zwillinger and S

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:21.598933Z

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 e035518a-dc10-473d-bac5-0deeccae4290 · outbound

This paper cites The treatment of ties in ranking problem s,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection The treatment of ties in ranking problem s,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:21.180234Z

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 245fb392-2849-4c05-a7e9-de4e43be91e6 · outbound

This paper cites Cate gory-speciﬁc video summarization,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection Cate gory-speciﬁc video summarization,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:20.866198Z

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 eb81ee09-0ff3-4f1d-b697-77588af1849d · outbound

This paper cites WikiHow: A Large Scale Text Summarization Dataset.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection WikiHow: A Large Scale Text Summarization Dataset

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:54:19.775314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b59550b-3d56-4209-82fb-6d6801571aac · outbound

This paper cites COG N- IMUSE: a multimodal video database annotated with saliency , events, semantics and emotion with application to summarization,.

Unsupervised Transcript-assisted Video Summarization and Highlight Detection COG N- IMUSE: a multimodal video database annotated with saliency , events, semantics and emotion with application to summarization,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:54:20.479050Z

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.

Pith citing papers

No inbound Pith citation observations are available.