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Paper Citation Record · LEDGER

Enhanced Arabic Text Retrieval with Attentive Relevance Scoring

As of 10 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 2026-08-10T06:31:04.303077+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=sha256:08dd6cca1a944f3dbe57d2f7cdadb3cf15ab457c4b2aee7bd2f6e1218a1289dc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.839432Z digest=sha256:119b0744622ae1faa58511957c52003fdd755c609eccde83cc006f93b7afa054

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.843331Z digest=sha256:cbd08949a25e9d2570bc01c0e31e53ffb32c0bf4b513cd79e413d0fe9aa8f1ba

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.847586Z digest=sha256:fd2747a19183d9c579c346f33662b668fd1836fc84d31641a52880c49639ca40

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.851857Z digest=sha256:2f0cb8eae6c23eeedc2b712966ce1ad4a27a7717565d8775628bea3d545e4439

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.856491Z digest=sha256:790241da31595a533dfd4a9592e2a101f96070ce5aa1b00f125e61b67ba5da52

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.860509Z digest=sha256:928d38a2d65cb1cc8e3993975d0e9f5a634674a1c555781ad839531bb44ae6d8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.864728Z digest=sha256:5185052a4f80800203ca130322aadc24473f7df10d5e1568aea71401331e618a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.868915Z digest=sha256:6a646c898e6e082a723006aa5220604fc72bc189b8f98b5b07faebe081f65c49

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.873192Z digest=sha256:3ecdf33ed18c6b412c6f7f3a029c9291d009500f8159942b6a7c56b76bef024d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.877900Z digest=sha256:2d9b2715ccd11eafd513a38a87c738ddb98a132f03d551869783bf8f5e703d13

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.881427Z digest=sha256:1d3f1dd1f92b2ccb8aabf637461b674086b3539c9da148c096603cfcbf9fe266

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.885400Z digest=sha256:9ffdda6e8403ffefd1a807e5e6bd0c5d3b7164d78d1300572f1ca9aa0fff523e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.888779Z digest=sha256:8a3fd0a67b21706ae166e14bcbd3d3828de2cccfc0f780f1787b07da84f1e4eb

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=sha256:959d5b5c58fe4fee104de0d51d94660457201572e3133ca543039e6bf0d9dbfd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.896748Z digest=sha256:2911ddb9cae3c4720b9b6c53a0f5bdb802f1c48c3479e01e6b20fb9e650051bc

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=sha256:70e503ee84ae2a66c05c3692d0d290166e520136c5aeb03f0b17242f2e3cbda9

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:f90e21432a02aca0ac1fa91e3cfc2d23fe3c48fd98b7be1ecaf498778a76cd85

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.908374Z digest=sha256:c817757b99e9b0bee225cb6a57a7f2963974f1d6f2852f358fca22349b005009

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=sha256:1715520f08a425649a7609d58897bb5e488e75d65241f7384405e57ed630a24d

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=sha256:3aeb9ffbfe66fe15efdb79e0575ee99074429768c81eef826b358bf70879c7d0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.919881Z digest=sha256:a8a5554002c48f09bd18373f3b3c17f3a840c972eeb2032596bca74685fb28e2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.924117Z digest=sha256:cc04595ffae0fe0ae60ba72e2524ca93a655a27e0312e1736a5751661908528e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.928317Z digest=sha256:d5b1bf82ea129793fda5007a5aa402cbd164aa4265496a1f3d8f017789812427

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.931865Z digest=sha256:f761dd390c27e536cd0cbaedcbace005d0f85567cf94e4122b74b1c18a024c5a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.935987Z digest=sha256:ef861f3187211bb77fe4fccc7e2a061ef1a59c189bf83bcaa6206b28d4e6a6f9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.939417Z digest=sha256:27b91eaca169e5c472eef4d77e4a58c33c884c4712ac93f0f08a407ad2b8940f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.943343Z digest=sha256:7832285445759b52d2da5bc89f7977e86a2d2cc810955dc010ef7a06908db0bd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.947340Z digest=sha256:8e8c71870a228e2110dfafdbd13d5aca6da0b76de002e9bc970f076542f09f5d

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=sha256:1ff59854bd0020157a68987c07fe91c4b0c8bc74ad59cb2ad439fb65cf1ab3bb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.954453Z digest=sha256:c13cfbb0fe400858cae1ede463f0738772f8b168d94831a784aaff2b9c0818cd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:52:31.958927Z digest=sha256:74088e9306e5486ee6a705dc6a7921b30e5d96365ca129a4825aff588325fa02

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=sha256:08dd6cca1a944f3dbe57d2f7cdadb3cf15ab457c4b2aee7bd2f6e1218a1289dc

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T13:36:27.306979Z digest=sha256:b7f37d5edd2184ffc5536e3f7646a421fb3947563260312fc9a1d3df8c4b973b