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Paper Citation Record · LEDGER

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring

As of 7 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2507.23404.

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

pith.paper-citation-record.v1
2507.23404 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:52:31.958927Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:52:31.834821Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:36:28.231025Z

Reference resolution

32 of 32 outbound references displayed

  • verified exact3
  • verified fuzzy19
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9a6cd6bb-b9de-4e3c-9e03-056584731a01 · outbound

This paper cites Enhanced Arabic Text Retrieval with Attentive Relevance Scoring.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Enhanced Arabic Text Retrieval with Attentive Relevance Scoring

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.834821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.834821Z digest=sha256:7ce54c3c6b2bd7d778792c4e2d6ecebac85a0913f32d3bc8f7ff8e9c82b17cd0

Observation 1995dafe-ee1b-45b3-a062-673a9c726a23 · outbound

This paper cites A key development stemming from this is DPR, which has become a corner- stone for modern open-domain Question Answering (QA) and search systems.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring A key development stemming from this is DPR, which has become a corner- stone for modern open-domain Question Answering (QA) and search systems

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.363199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.839432Z digest=sha256:eb05bebc45932f0b79c6fdeefd5b14bbd89c8742dd611a251b57734bb95a9c86

Observation 28cf7af4-3001-4a21-ae43-611003b0d402 · outbound

This paper cites an unresolved cited work.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:52:32.351745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.843331Z digest=sha256:13bf27e62916389db54aeca82646376b3e3b5a911fdb045423f49533beef3e02

Observation 55c56135-2c82-4616-8b84-ad6589844ea6 · outbound

This paper cites an unresolved cited work.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:52:32.340317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.847586Z digest=sha256:79e4c50e334f68e7fcbebfb9be1d9ddd8ca063b19eb5d223d7dcb1a7fa4d0c0b

Observation 688eeebf-ddce-4ec7-bf4a-66cd64f63fc5 · outbound

This paper cites an unresolved cited work.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:52:32.328670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.851857Z digest=sha256:bcf7f57f62b630ad5749d88046906b20761ebf592a6fafcd1a2af2849d26175a

Observation 87f34154-c0f7-4894-8e73-bd21daad2d76 · outbound

This paper cites Dense passage retrieval for open-domain question answer- ing,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Dense passage retrieval for open-domain question answer- ing,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.316990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.856491Z digest=sha256:b4eb65f742e6b970c0ef8c31f86e6f8d1ceea3a81b23496162e6be3d02bb9ae1

Observation 21fb8d41-23fd-47ce-910d-73e1b2312ec5 · outbound

This paper cites Arabicaqa: A comprehensive dataset for arabic question answering,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Arabicaqa: A comprehensive dataset for arabic question answering,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.306685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.860509Z digest=sha256:9f4bd9dfec825c67df80013d4f946b799935728cac7e5eb584b8ea485960924b

Observation c1062d8d-7c3e-427a-9c9c-1e9323382f7f · outbound

This paper cites Bert: Pre-training of deep bidirectional transform- ers for language understanding,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Bert: Pre-training of deep bidirectional transform- ers for language understanding,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.296808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.864728Z digest=sha256:4ebd7600ceee4f193e8bdbc97d0e056279ee41848058bb3f28eb748547f7b836

Observation 362ab90b-290d-4bef-aa78-8ba96c4897aa · outbound

This paper cites Attention is all you need,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Attention is all you need,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.286259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.868915Z digest=sha256:1109c2f02f1780939b72d14743aa463c04efd456bb1ef83f56c937096e4243f3

Observation 3a4daa68-f8dc-4e41-ac8b-fcc767153296 · outbound

This paper cites Billion-scale similarity search with gpus,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Billion-scale similarity search with gpus,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.274285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.873192Z digest=sha256:c9b53d6d65c2d4e216843f0a4cfd482b0b268a231690a4cca8e58f58841b651c

Observation a7589796-3909-4092-86ab-52dd4434d111 · outbound

This paper cites The probabilistic relevance framework: Bm25 and beyond,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring The probabilistic relevance framework: Bm25 and beyond,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.263780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.877900Z digest=sha256:71de67e589080131e3cdf8f950581713664163e010147d7bde92781c45fce223

Observation c34f61ed-99a4-45a6-9c31-3a8e6f2ed9e5 · outbound

This paper cites Approximate nearest neighbor negative contrastive learning for dense text retrieval,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Approximate nearest neighbor negative contrastive learning for dense text retrieval,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.252384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.881427Z digest=sha256:95fda4ceafcac4bc1f48a2171c9397a525ac07602e6a24abf209777fc401eb0c

Observation d3662799-648c-4957-bbf6-57b9f4a34e7e · outbound

This paper cites RocketQA: An optimized training approach to dense passage retrieval for open-domain question answering,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring RocketQA: An optimized training approach to dense passage retrieval for open-domain question answering,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.240893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.885400Z digest=sha256:fccbbbde7bf856339431cd5a9ff7533d0eaf50895aa03ed537464bf1cb127b38

Observation 11c3a724-ee2e-418e-9fee-b4b3634cc91e · outbound

This paper cites Colbert: Efficient and ef- fective passage search via contextualized late interaction over bert,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Colbert: Efficient and ef- fective passage search via contextualized late interaction over bert,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.228757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.888779Z digest=sha256:f4bee4f85c5e5b60cd7076249d3cd5efdc05d89608320a40a3c2539d9bdb5d44

Observation 78071414-3725-420c-9ef0-c43d8a80a300 · outbound

This paper cites ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.892449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.892449Z digest=sha256:6db71d8d4273bbf9515b8dc56cc4661fae66cca420d3e568cd31cd349e3c95d1

Observation 8cdcc3be-bbc5-4aad-936f-6d574b70ceb0 · outbound

This paper cites Splade: Sparse lexical and expansion model for first stage ranking,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Splade: Sparse lexical and expansion model for first stage ranking,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.216961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.896748Z digest=sha256:d2e6915b92c8138f41fa624df481fc8748ae15b088d551d8243124a39b720b28

Observation 21fe87be-16ff-499c-8c85-255059ad0bdc · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.899699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.899699Z digest=sha256:b04f95800e248090defcf181b73f79e41a94b1bd51e57b105e58f5ede67b3c34

Observation 210e109c-ec36-4528-9e09-d2ffdadc1c6c · outbound

This paper cites TinyBERT: Distilling BERT for Natural Language Understanding.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring TinyBERT: Distilling BERT for Natural Language Understanding

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.903894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.903894Z digest=sha256:3d3a0f820baa4a810ee06f89940ca13b8311b64d6d70bacbd6a64f07c44d0158

Observation ac54f343-ca89-4021-b97a-2e99b40ca3ca · outbound

This paper cites A survey of arabic question answering: challenges, tasks, approaches, tools, and future trends,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring A survey of arabic question answering: challenges, tasks, approaches, tools, and future trends,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.205659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.908374Z digest=sha256:6d6d50e468fb82c9abf12a8f0914db0af7bf5bab4be69cfce1ce34e3f73d893a

Observation 0706c755-493d-4579-8fbd-275ba714d2f8 · outbound

This paper cites AraBERT: Transformer-based Model for Arabic Language Understanding.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring AraBERT: Transformer-based Model for Arabic Language Understanding

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.911527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.911527Z digest=sha256:c5952542183be2d7848b403537cd16d886bf030fe8a06055288a07c87053f34d

Observation c0eb02de-22bc-42e8-8b4f-8f1e09555c20 · outbound

This paper cites ARBERT & MARBERT: Deep Bidirectional Transformers for Arabic.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring ARBERT & MARBERT: Deep Bidirectional Transformers for Arabic

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.916108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.916108Z digest=sha256:f4603615d59f661a1d038dad3b1e9b1a0fdbe2a959a05f664f9168397a8dac4d

Observation caf19baa-f110-4c98-ab43-3ed9f74c8374 · outbound

This paper cites AraELECTRA: Pre-Training Text Discriminators for Arabic Language Understanding.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring AraELECTRA: Pre-Training Text Discriminators for Arabic Language Understanding

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:52:32.040862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.919881Z digest=sha256:a95c6a6b4d6b7567d9628535751d7e62847439b28cf9c65d264edaea425464ab

Observation 09fcbc87-0759-4d2f-aa96-cd4a639fea73 · outbound

This paper cites The Interplay of Variant, Size, and Task Type in Arabic Pre-trained Language Models.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring The Interplay of Variant, Size, and Task Type in Arabic Pre-trained Language Models

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:52:32.024619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.924117Z digest=sha256:74c11bb3b00f719ddb9220a37ff0e87f6c6ce92b0051040099e3873cf9dd2fbe

Observation 649274a2-ad79-44f7-af76-50199c6dafd3 · outbound

This paper cites Arabic information retrieval,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Arabic information retrieval,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.193624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.928317Z digest=sha256:0f4b695fad7be3924742e7974a9c50d3c1ed1903c9d846466a4733044b3d6755

Observation 15a0c801-b034-4d7f-9a04-ff742fc149d6 · outbound

This paper cites Arquad: An expert-annotated arabic machine reading comprehension dataset,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Arquad: An expert-annotated arabic machine reading comprehension dataset,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.180664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.931865Z digest=sha256:5afa51fab793b43c4e953ae8750092efea5c87005b5a4174125a77ee2acdb2d7

Observation 7a1461a4-501b-4530-a129-4d54c3125096 · outbound

This paper cites Tydi qa: A benchmark for information-seeking question an- swering in ty pologically di verse languages,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Tydi qa: A benchmark for information-seeking question an- swering in ty pologically di verse languages,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.164584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.935987Z digest=sha256:e35fd6d17f24ce5098f00d3de80cf772c408bcef086d6a8753d78e5ebe21d620

Observation 8c2986d6-3ad2-4dbd-b20e-56e8da283460 · outbound

This paper cites Learning deep structured semantic models for web search using clickthrough data,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Learning deep structured semantic models for web search using clickthrough data,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.152205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.939417Z digest=sha256:cceef13296376df2d115b194f5ce0d58fe366b064f39af3830cddc8c2fffe6c4

Observation c2597f2c-38e7-4edd-8380-b8f198d7cd7e · outbound

This paper cites Faq retrieval using atten- tive matching,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Faq retrieval using atten- tive matching,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.139381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.943343Z digest=sha256:53093b7f3fbbd974f6e74458db0ee4945b529d2f89b6378f0af50918952c707b

Observation 04cbdbd6-e187-423b-b5b2-321a86ee6c5c · outbound

This paper cites Dense passage retrieval for open-domain question an- swering.,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Dense passage retrieval for open-domain question an- swering.,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.126784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.947340Z digest=sha256:ccef0808ce5def70f1ada79baa0b9e5ae7a78ea6f31667bd50ab96bb76f8f431

Observation b0d2acd1-307b-4a15-83b4-e3681e10b850 · outbound

This paper cites KUISAIL at SemEval-2020 Task 12: BERT-CNN for Offensive Speech Identification in Social Media.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring KUISAIL at SemEval-2020 Task 12: BERT-CNN for Offensive Speech Identification in Social Media

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.950826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.950826Z digest=sha256:3f86ae9cb02a3fc7534a7fec7243c11e1a3b41b8eab82466f5f8293afd71cb79

Observation a72b3a94-2598-448a-a56d-d749389ef999 · outbound

This paper cites Decoupled weight decay regularization,.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Decoupled weight decay regularization,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:52:32.113685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.954453Z digest=sha256:ec8128b7cbed436c81ee4d4290912dbdb403ccd6ae04399ccb749d2fe07e1ab5

Observation 7459c8bf-e584-4d82-9c4f-65fd9d1d1feb · outbound

This paper cites Neural Arabic Question Answering.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Neural Arabic Question Answering

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:52:31.994039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T10:52:31.958927Z digest=sha256:5c6ea90906152c065a11752bcb176037740ff7b6fbfa71e2459eeeec1ae9f4b3

Pith citing papers

Observation 9a6cd6bb-b9de-4e3c-9e03-056584731a01 · inbound

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring cites this paper.

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring Enhanced Arabic Text Retrieval with Attentive Relevance Scoring

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:31.834821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:52:31.834821Z digest=sha256:7ce54c3c6b2bd7d778792c4e2d6ecebac85a0913f32d3bc8f7ff8e9c82b17cd0

Observation 4894a7c8-b150-407b-b8a4-caa38b9a0744 · inbound

CVPD at QIAS 2025 Shared Task: An Efficient Encoder-Based Approach for Islamic Inheritance Reasoning cites this paper.

CVPD at QIAS 2025 Shared Task: An Efficient Encoder-Based Approach for Islamic Inheritance Reasoning Enhanced Arabic Text Retrieval with Attentive Relevance Scoring

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:36:28.257804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T13:36:27.306979Z digest=sha256:dbc918ffc456612e052758d8f52a433e56286e25ef85f547a103a61df8eb9e0a