Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:33.006828Z
Paper Citation Record · LEDGER
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data
As of 8 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2505.17082.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
26 of 26 outbound references displayed
- verified exact0
- verified fuzzy11
- unresolved13
- parse uncertain1
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation fbd66b51-170a-4e75-8b84-8e2ad1fecc47 · outbound
This paper cites Translate comments inside code blocks to Dar- ija (Arabic script).
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Translate comments inside code blocks to Dar- ija (Arabic script)
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:37.430280Z
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 a8fdeb32-670b-489a-8e7a-1284c15b1d4e · outbound
This paper cites Do not alter them in any way.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Do not alter them in any way
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:37.270837Z
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 915c7a10-c291-429d-9d4b-2416ba4b3ad0 · outbound
This paper cites Quantifying the Carbon Emissions of Machine Learning.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Quantifying the Carbon Emissions of Machine Learning
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:29.800732Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 228b7c5c-a0af-49c1-bb50-6ef53ec7cb6d · outbound
This paper cites Rethinking Data Selection at Scale: Random Selection is Almost All You Need.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Rethinking Data Selection at Scale: Random Selection is Almost All You Need
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:29.912816Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e5326d5-b429-40b3-b19f-3eba41376794 · outbound
This paper cites In Proceedings of the 62nd Annual Meeting of the Association for Com- putational Linguistics (Volume 1: Long Papers) , pages 7025–7046, Bangkok, Thailand.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data In Proceedings of the 62nd Annual Meeting of the Association for Com- putational Linguistics (Volume 1: Long Papers) , pages 7025–7046, Bangkok, Thailand
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:37.676454Z
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 0204fb08-e192-437b-a769-6f871b69b455 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:34.283206Z
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 c036837f-f0a1-4c76-93b5-64e5d773d3ac · outbound
This paper cites é ªJ ” for “formula.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data é ªJ ” for “formula
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:37.097738Z
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 dbc8db35-833f-4bad-8d32-1af84a7b0bac · outbound
This paper cites TRANSLATE into Moroccan Darija (Arabic script): • Regular sentences, explanations, and natural narrative text.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data TRANSLATE into Moroccan Darija (Arabic script): • Regular sentences, explanations, and natural narrative text
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:36.879267Z
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 6f0659db-5e8e-4f5e-8ab5-2d8e206fc9fe · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 10
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-07T15:42:36.645238Z
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 b674330b-6f9d-40ef-8db1-20287c6ca09d · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:36.471836Z
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 9a6b4752-4d44-4fcc-90ea-cc9217e8f413 · outbound
This paper cites Assistant: As of my knowledge cutoff, Unikrn has not acquired any gaming studios.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Assistant: As of my knowledge cutoff, Unikrn has not acquired any gaming studios
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:36.203763Z
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 24f4bf70-b41b-414c-8c18-7d6865aafeb4 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:35.961001Z
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 512ace94-035a-4d7d-b17b-d953fe2dc0e5 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:35.709406Z
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 05a38cdf-d653-4f36-99fd-459b5b72aa5d · outbound
This paper cites Example 2: IP Ownership and Business Model Human: I have ownership of the IP of video games created by S2 Games excluding Heroes of Newerth.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Example 2: IP Ownership and Business Model Human: I have ownership of the IP of video games created by S2 Games excluding Heroes of Newerth
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:35.481771Z
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 dc6670f9-228f-447b-8951-368255776280 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:35.227620Z
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 e259e2d5-2dba-48b3-ac58-d467880d4358 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:34.998470Z
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 283add5c-6340-4084-9897-f3015c7be187 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:34.853565Z
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 be2429ab-64f0-435e-8ee5-760c8c00f63b · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:34.702859Z
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 3aa32b79-ee79-477d-a8ac-72f57f1c7313 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:34.477424Z
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 b8c2d2c1-11ec-472e-92e0-b9e3ca38f245 · outbound
This paper cites Summary: DEITA-6k demonstrates that quality, complexity, and diversity can be engineered simultaneously to produce a highly effective dataset for alignment.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Summary: DEITA-6k demonstrates that quality, complexity, and diversity can be engineered simultaneously to produce a highly effective dataset for alignment
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:34.123844Z
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 45f6da21-dafa-4909-a83b-650a9d608af8 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:33.938757Z
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 e0748ca0-b502-45f2-b1ba-c8ed5bbf8c08 · outbound
This paper cites Since only the vertical displacement needs correction, we can choose x = 0and y = 0for simplicity.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Since only the vertical displacement needs correction, we can choose x = 0and y = 0for simplicity
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:33.774093Z
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 93810dce-9a24-4334-9e6b-a80abdfed5f2 · outbound
This paper cites an unresolved cited work.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:33.594127Z
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 5816f6fd-1440-489b-8a65-512b011b5496 · outbound
This paper cites - If p = 1, the team is certain to win each game.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data - If p = 1, the team is certain to win each game
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:33.391435Z
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 dd426b84-2477-4009-bb0e-4e68d41d8de4 · outbound
This paper cites MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space
Reference 2024
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T15:42:33.224540Z
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 2feb41bc-f84c-401f-ba22-ebb825949f7f · outbound
This paper cites In International Conference on Learning Representations.
GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data In International Conference on Learning Representations
Reference 2025
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:37.887278Z
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.