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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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.839432Z digest=sha256:a499d213e34c5dd4b082e9f623e055d8853977fa1585d8c03ead8cce604d622b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.843331Z digest=sha256:83e546f81ab5cbd5bfe2edf92d553c85115d41b2e6b295f2a7003e64731e819e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.847586Z digest=sha256:27ef2f94e759f63a373f3cd32a510b9ab68a08f349eace282be3de15362bfe99

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.851857Z digest=sha256:8267ef94601c83987bbd90bf35217bbd83e7c89c455b07228e9d641ea0d09e18

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.856491Z digest=sha256:738d39cf0377a5b0d65c738224c6bb2476434664bd27b1054381c4dd0157d371

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.860509Z digest=sha256:df07c0a6d00773abc7ef4adaf846bffb7e45b7d3533786618d7ad2c30d4d0f70

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.864728Z digest=sha256:2ed6bb812a607ecc097b935e9a0e31a0369e0113cd1124f84ce8bf4ed2e82b57

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.868915Z digest=sha256:4379c5ae342ee722ef5f8409260ddd2303ca00312190b7c6934ebcee2316de91

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.873192Z digest=sha256:9b39b40bd981587d001e9c7e1f47d729ed3badbfd1873c1740644a0642e21481

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.877900Z digest=sha256:eeb7cd249aaa3dbe3f36c9d0daa7d2418b14dba81c152d2d3e1a3fd46a03268a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.881427Z digest=sha256:1cde26de250717327d03528a313a32ec661ce8d932abb0a6ff99e6e93a468c6e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.885400Z digest=sha256:0514fbc2c81571812fb616c2a4b65edd6f4b77eca507ea877f2fdcd90178ffbb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.888779Z digest=sha256:8561e5ccf4b9b75acbfe1b3bb99af6b4140ecdb079b184eb9ac29d6fee60634f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.896748Z digest=sha256:14e872891ccb5098ff5535819cf9b43b7e2eb6a3242140ad27fe0a56a60fcff1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.908374Z digest=sha256:f5ad5e77cac6795872c896ceb86b786bb2fab73e26af6fb9df0e034cb87a485f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.919881Z digest=sha256:a04fe079002f43f964945065ea8cf4fd3b73eeaa342032432bf9b23d170729cf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.924117Z digest=sha256:b982432f5539804feaa584f4e0fddbde2f92f368cd6f162ca6bbeb86508ea307

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.928317Z digest=sha256:0e03c1ce2ad8b4a4629407f6cf7cb024b95c46816eddec3400e9049ae5ce4234

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.931865Z digest=sha256:8423beeb44caa559ed27a8e0924c62a9010acb3bc933002b35e734d3c38d20ee

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.935987Z digest=sha256:52e4604692fbf1783560acb8dab421cb02cd68106144f78a659a44c0a519d4cb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.939417Z digest=sha256:1b4ec84af2d84a41840535afd922b1f5331d59cc8106d8e92ace3195ba955758

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.943343Z digest=sha256:36eacce7fe6c22d6dfe21ba7d754dd6cd482794331a6046c4d90c0cab9ec791e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.947340Z digest=sha256:5b95b7490c8bc96434db0e1076e28e417751f7546053abaf86ed05e014580345

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.954453Z digest=sha256:2bd6969ad97edaaa29cb0dfd660c3dddf4284a6fa5449b73168cbed844c7e227

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:52:31.958927Z digest=sha256:849cb4413db6a6195cd7d7ac2dfa52207e6b4ac84f9b66a6e2a56dc5b7d03f76

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T13:36:27.306979Z digest=sha256:24fc17b0d9986f23efd10913d5f4a65ba2f37e99ce0ac347b8d1dae0e0c05f10