Paper Citation Record · LEDGER

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages

As of 8 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2507.18762.

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

pith.paper-citation-record.v1
2507.18762 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:36:06.419516Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

32 of 32 outbound references displayed

verified exact3
verified fuzzy18
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d275ae66-7c41-4e83-a247-29cfd9a152a1 · outbound

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

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages ARBERT & MARBERT: Deep Bidirectional Transformers for Arabic

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:06.262096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a1b7b8c-e5c2-4b51-aed3-4fe5e711961a · outbound

This paper cites NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:36:06.640538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a17e0e5e-627e-4a35-b565-81c780b07b55 · outbound

This paper cites I., abdu, f.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages I., abdu, f

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:07.031073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9c3e6298-ff58-4f85-b3e7-1d64f7afec66 · outbound

This paper cites & bouallegue, r.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & bouallegue, r

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:07.014462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e2ee40f-cb5f-4633-b45a-6e2007301e2b · outbound

This paper cites an unresolved cited work.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:36:06.997188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d198308b-4252-4079-be88-ae5304dd4e62 · outbound

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

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages AraBERT: Transformer-based Model for Arabic Language Understanding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:06.285926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c6c59ab-149e-4b21-9753-32d29981858d · outbound

This paper cites M., veisi, h.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages M., veisi, h

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.979455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ebf13931-d9c9-4020-aa48-148c04c5d329 · outbound

This paper cites an unresolved cited work.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:36:06.964808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a02fa30d-aeac-4e4b-88e1-1410f2bddac9 · outbound

This paper cites & stoyanov, v.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & stoyanov, v

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.949907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8b95c16a-f747-424c-80d8-edbaa979589f · outbound

This paper cites an unresolved cited work.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:36:06.934091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 696ada9d-5be1-466e-ba79-d9711b932150 · outbound

This paper cites & joulin, a.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & joulin, a

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.917711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e656522-d438-4d34-b8bb-0c26f2822ac3 · outbound

This paper cites & manthouri, m.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & manthouri, m

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.901240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 37dd97b3-fb3e-4cf5-90a7-38407e3179ac · outbound

This paper cites & al-yahya, m.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & al-yahya, m

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.884144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d76df1be-c803-44fe-bc0a-2fcda521b054 · outbound

This paper cites SimCSE: Simple Contrastive Learning of Sentence Embeddings.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages SimCSE: Simple Contrastive Learning of Sentence Embeddings

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:06.326025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d30f72cc-4bbe-4fe5-a4d4-5654475957c7 · outbound

This paper cites D., gesmundo, a., attariyan, m.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages D., gesmundo, a., attariyan, m

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.869311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3bc0b334-1f4a-437e-9fe4-0f36ef93403d · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages LoRA: Low-Rank Adaptation of Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:06.337083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fcd38c5-875b-4081-b849-9505dbd0300a · outbound

This paper cites Hierarchical Text Classification of Urdu News using Deep Neural Network.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Hierarchical Text Classification of Urdu News using Deep Neural Network

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:36:06.557299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e3913a4-3823-4765-9d5e-994829f37e35 · outbound

This paper cites & chang, h.-t.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & chang, h.-t

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.854413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation edf28d88-4daa-4954-b562-7420f9bd117f · outbound

This paper cites V., mihaylov, t., artetxe, m., wang, t., chen, s., simig, d., ott, m., goyal, n., bhosale, s., du, j., pasunuru, r., shleifer, s., koura, p.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages V., mihaylov, t., artetxe, m., wang, t., chen, s., simig, d., ott, m., goyal, n., bhosale, s., du, j., pasunuru, r., shleifer, s., koura, p

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.837519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 93d5935e-6fd1-4b1d-ac1f-ea06c10c7d48 · outbound

This paper cites Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:06.360129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11eda696-7f8f-407e-944b-1c3759f7c35b · outbound

This paper cites an unresolved cited work.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:36:06.804450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 04f592c0-0f58-4e96-ac5a-92326d5a09fa · outbound

This paper cites & kyriazis, d.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & kyriazis, d

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.786475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cac272fd-f659-4125-bf5e-24fbda2e8fd7 · outbound

This paper cites E., mahdaouy, a.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages E., mahdaouy, a

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.771401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b99cabb6-9fb7-45f5-8c85-d06592e95d40 · outbound

This paper cites Z., alam, i.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Z., alam, i

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.754496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b653e700-8d4c-4396-9a74-9bc2b3114bff · outbound

This paper cites & lin, j.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & lin, j

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.736562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation adf43bdb-5e88-411d-91be-ba2ba4976ec5 · outbound

This paper cites mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer Sequences.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer Sequences

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:36:06.511753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a3c450ec-a0e1-4b97-99cf-c74068fabde3 · outbound

This paper cites & hosseini, h.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages & hosseini, h

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.717603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9c4ca2d5-1dfd-44cb-9815-33060db4f500 · outbound

This paper cites K., young, j.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages K., young, j

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.692827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3ec21e7a-04a2-4e55-9fd2-bff3fea62d53 · outbound

This paper cites Are All Languages Created Equal in Multilingual BERT?.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages Are All Languages Created Equal in Multilingual BERT?

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:06.401743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29344eaf-cdca-4392-826a-63ee5f82c56f · outbound

This paper cites BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:06.406363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dccc2e9b-aae7-428c-a7c9-5bb28fcb11d5 · outbound

This paper cites S., rashid, t.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages S., rashid, t

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.674138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98551281-10ad-4908-820b-1d3a02364b3f · outbound

This paper cites In proceedings of the 2022 conference on empirical methods in natural language processing, 9019-9052.

The Role of Orthographic Consistency in Multilingual Embedding Models for Text Classification in Arabic-Script Languages In proceedings of the 2022 conference on empirical methods in natural language processing, 9019-9052

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:36:06.819925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.