Paper Citation Record · LEDGER

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT

As of 12 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2412.12674.

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

pith.paper-citation-record.v1
2412.12674 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:55:47.362560Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

44 of 44 outbound references displayed

verified exact1
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0e581497-791a-401c-8186-5a6e4366342e · outbound

This paper cites URL: " 'urlintro :=.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT URL: " 'urlintro :=

Reference 1

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Source-reported events for the cited work

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Observation 83cb2c68-abfb-479f-8229-75cad872fa23 · outbound

This paper cites write newline.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.127266Z

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Observation 6c881b4f-3178-4cdd-980b-670f379005f4 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.132654Z

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Observation 725a45ff-3a90-4682-bef5-dc16cfde6fb0 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:55:48.133683Z

Source-reported events for the cited work

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Observation 753f432c-d479-4950-a2d4-d5de0445caab · outbound

This paper cites On Tiny Episodic Memories in Continual Learning.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT On Tiny Episodic Memories in Continual Learning

Reference 5

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Observation a11cf8dd-87c6-4ada-896c-ee080e65d266 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 6

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Source-reported events for the cited work

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Observation f468d503-93e7-4ea7-b76f-a6d08582a55b · outbound

This paper cites Is It Good Data for Multilingual Instruction Tuning or Just Bad Multilingual Evaluation for Large Language Models?.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Is It Good Data for Multilingual Instruction Tuning or Just Bad Multilingual Evaluation for Large Language Models?

Reference 7

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Source-reported events for the cited work

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Observation 4c7a94de-ac03-45a0-be4e-046a9909e7ab · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 8

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Observation 31136513-b189-4b8f-a528-d048f79b9a31 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 9

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Observation 8f243f4e-189a-4d0c-9c88-6821c64e7547 · outbound

This paper cites A Note on LoRA.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT A Note on LoRA

Reference 10

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Observation 168bd0f0-ece7-48b7-a2a7-8853d2481f83 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 11

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Observation b4726c87-691b-4382-b41e-118fb871fdf4 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 12

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Observation 73ee77e2-ec1f-44ea-ae0a-6d2ef9d04751 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 13

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Observation e33df0a2-9d82-4f0e-b531-0361142701a2 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 14

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Observation 2fd0e7d7-7d17-42d2-a327-aa39b9099929 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 15

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Observation fec98221-ec76-47d0-b029-42a5b58e9b85 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 16

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Observation 55e97aac-abe1-4c2e-accf-1f1b17a434b1 · outbound

This paper cites Turning English-centric LLMs Into Polyglots: How Much Multilinguality Is Needed?.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Turning English-centric LLMs Into Polyglots: How Much Multilinguality Is Needed?

Reference 17

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Observation a1016adc-900e-4166-ae01-7f97602d6530 · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 18

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Observation 38db0888-03f9-44a4-8f65-5b2054bd809a · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 19

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Observation 4d2e7ace-c34d-47a7-900e-7e6231edbf24 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 20

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Observation 900e3e5f-b689-4786-8c0f-c3af90a69c48 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.237473Z

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Observation 0ff8f03e-52dd-4a49-8d12-ed2db4d6271a · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT The Llama 3 Herd of Models

Reference 22

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Observation d47c8171-218d-4c27-be40-c446c87d211a · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 23

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Observation aeee9630-e78b-46d4-a28f-4c36c6b2bae6 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 24

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Observation c4f6c5f4-bb8e-450b-8c54-98d4325cc41c · outbound

This paper cites Hedderich, and Dietrich Klakow.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Hedderich, and Dietrich Klakow

Reference 25

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This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 26

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Observation 3aca84f3-184d-4e9f-b714-158f2bba59e1 · outbound

This paper cites Encoder vs Decoder: Comparative Analysis of Encoder and Decoder Language Models on Multilingual NLU Tasks.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Encoder vs Decoder: Comparative Analysis of Encoder and Decoder Language Models on Multilingual NLU Tasks

Reference 27

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Observation 46cfb613-fbaf-404f-8c29-f5153930145f · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 28

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Observation c79ea813-370a-46bb-995d-9c9f667a22f1 · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 29

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Observation f1fad3de-89a7-44d7-9991-ddce80091061 · outbound

This paper cites Reuse, Don't Retrain: A Recipe for Continued Pretraining of Language Models.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Reuse, Don't Retrain: A Recipe for Continued Pretraining of Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.284740Z

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Observation b66c51a7-7fa1-4a99-95ac-218dd67f3f62 · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 31

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Observation 6b9eeb8b-c540-435b-8dca-f5560e120342 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 32

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Observation 3f4fd8be-3f26-45dd-8e2c-8b0c55ac1346 · outbound

This paper cites Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.303770Z

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Observation 561c2cb0-aec1-4d09-b22b-73513e85ea67 · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:55:47.895018Z

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Observation ec72eade-bdc5-4130-ba7a-d0a890dc6bd6 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:55:47.871376Z

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Observation 0034d954-1b02-4a97-8482-cd51f402545a · outbound

This paper cites Dai, and Quoc V Le.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Dai, and Quoc V Le

Reference 36

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Observation 5200631c-099e-4282-bf15-61a35ce9ac6b · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 37

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Observation 61b96fbc-b883-40c4-949b-772361798d05 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 38

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Observation ab9d2d25-bc84-4b60-bb51-90247a46ef82 · outbound

This paper cites Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.334531Z

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Observation 1bb13a30-aa28-4ca2-b163-063c4f1d1416 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.338931Z

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Observation 087facd4-7cf7-4265-97b7-1b93bb9bc851 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:55:47.813030Z

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Observation 18869dba-4c14-4fac-93fd-d51fd4430bc7 · outbound

This paper cites Weinberger, and Yoav Artzi.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Weinberger, and Yoav Artzi

Reference 42

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Observation ca432e68-dc4b-4032-b791-8aee8da351b6 · outbound

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Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Hashimoto

Reference 43

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Observation 0eec979f-e165-4d30-9718-48ed0d54dce2 · outbound

This paper cites an unresolved cited work.

Train More Parameters But Mind Their Placement: Insights into Language Adaptation with PEFT Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:47.362560Z

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Pith citing papers

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