Pith. sign in

Paper Citation Record · LEDGER

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning

As of 22 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 1 inbound Pith citation observation for arXiv:2505.24768.

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

pith.paper-citation-record.v1
2505.24768 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:18:41.264812Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T10:05:31.211127Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-12T09:36:27.709505Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact0
  • verified fuzzy20
  • unresolved39
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 955e7c36-1f92-434c-b016-3492a0a3b8f5 · outbound

This paper cites Abusamra.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Abusamra

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:51.192083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:34.021687Z digest=sha256:62f2342ce7255f4ae997eeb5d9aa561bdfa74aca565e6cd3736fe7e83d3a550c

Observation 717ce4d7-b95c-43bd-a5e4-0f062df5338f · outbound

This paper cites GPT-4 Technical Report.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning GPT-4 Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:34.113359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:34.113359Z digest=sha256:54fe5c45bac7cbf9dc384b73bba6b88f8d89d688eb312bac77ac86ff6c6e2f50

Observation f8bc84c6-97f7-411c-9214-2e9475965232 · outbound

This paper cites Arora, Y.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Arora, Y

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:51.019565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:34.249856Z digest=sha256:570ad15e18dd4ff44b512cce938f26ada3d6e7a2c4d26b1d6a7d89051514654e

Observation f5945726-1847-4a80-b354-2e34692a2ce4 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:50.860242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:34.353973Z digest=sha256:e4218d5a22fbe52d1c5f0eeea9a4e934871ad2972a139415d9be9beabac29082

Observation 551459cd-a9dc-4435-b4c4-6a126aeaf627 · outbound

This paper cites Brown, B.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Brown, B

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:34.419589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:34.419589Z digest=sha256:1bd2bd29ee304ed5514c91a3b94e6c34dc7c8a3974520086d697b06d1dce27bc

Observation c846e394-5355-499e-9802-aadefe349fff · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:34.512980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:34.512980Z digest=sha256:7dbb8d567819ff912b55d16698e87f26110fb2e0dcf0568085b39dd66e3bd997

Observation 737f79c6-27f5-43e0-8df3-2bb219aa9dd0 · outbound

This paper cites Bukharin, S.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Bukharin, S

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:50.674414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:34.570337Z digest=sha256:86a2b65e8db169bb45edb33b2f9f6b666783383640d904b98920d26149026654

Observation 554c546f-1901-4c8e-a9e3-7f8222d36398 · outbound

This paper cites On the Diversity of Synthetic Data and its Impact on Training Large Language Models.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning On the Diversity of Synthetic Data and its Impact on Training Large Language Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:34.656149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:34.656149Z digest=sha256:11244213a173c77b4341f1c629b0c4eae9c2cf2d0ae4b01358dfb81b0f9f4ff5

Observation 06de077b-a1dd-4497-9fa4-ebe572e04f41 · outbound

This paper cites Conover, M.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Conover, M

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:34.756335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:34.756335Z digest=sha256:0db1da52024bcabfa98f52fa04b869195b0fb544dec8957e72491a1a0f6055f8

Observation 0d13f6ae-b164-49f1-add5-9f7478dc0d63 · outbound

This paper cites Dettmers, A.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Dettmers, A

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:50.456617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:34.836156Z digest=sha256:6848d5c595b77589ac65a1a025dceb6a257b0e78675764bd77a86d5e416f46d1

Observation aa72cacd-b7dd-45aa-aa25-611cbe73cc14 · outbound

This paper cites Devlin, M.-W.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Devlin, M.-W

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:50.154427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:34.929730Z digest=sha256:f9071eb964956de7f2d036d6589f5b1d933966570b07d85f175fc0abc79892e4

Observation 710484db-8632-42f5-8d21-7c052288458a · outbound

This paper cites MoDS: Model-oriented Data Selection for Instruction Tuning.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning MoDS: Model-oriented Data Selection for Instruction Tuning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:35.076667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:35.076667Z digest=sha256:69c20613ab1134f51d2a29da4f4b9c97efe7210ce214fd3fdd7f4484f6b28170

Observation f9fabff6-de4d-4af1-beaa-399baeee24a5 · outbound

This paper cites The Llama 3 Herd of Models.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:35.201938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:35.201938Z digest=sha256:8718a293196d809fb08493e4725bb47cc0fcbf2d6fd76858c2d1621a31153df8

Observation 60effee0-1ce6-4d18-bbf5-10eacd063fa9 · outbound

This paper cites Ester, H.-P.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Ester, H.-P

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:49.994603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:35.323158Z digest=sha256:4f5f2a9899e7317691d2f0f0f29ef0514bdd08f8f067916ce30052f947c6e83a

Observation 080b08cf-a195-4481-865f-e4d11a981fd5 · outbound

This paper cites Scaling Synthetic Data Creation with 1,000,000,000 Personas.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Scaling Synthetic Data Creation with 1,000,000,000 Personas

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:35.482012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:35.482012Z digest=sha256:f121bc380cbcd3d164e012534afc166f9e6088cb95b39787fc7e744f53979a76

Observation 4e5443b1-dead-4a1e-988e-e9bdb97244e9 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:49.850917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:35.663000Z digest=sha256:77d0808bed4bcb14a2ef94213ddbc5502fc08c99908d85051be69ba9afc42d1c

Observation be3f877c-a946-435b-84e6-2224f489edac · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:35.800342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:35.800342Z digest=sha256:ed366038e1fb1433a63748a24a1c3007886ba2b6ba66bd5303068bc5ad2ab1c7

Observation 7996592b-5a05-4399-9716-6fbd8d183a04 · outbound

This paper cites Hendrycks, C.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Hendrycks, C

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:49.627835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:35.949556Z digest=sha256:0b9cf5b36bc55263a81e460dc4339cc6f76ede19e71786b83e1e6c8677ae7214

Observation ad6252ba-edf8-4ef7-bb8a-daeb38ef0755 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:49.439901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:36.057962Z digest=sha256:986e2cb5dc9f724c3cdd35f372b4c25c77494c8e7acca8264fcd11450a230de6

Observation ca96da29-fcef-4402-92b2-77947166f424 · outbound

This paper cites Scaling Laws for Neural Language Models.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Scaling Laws for Neural Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:36.169502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:36.169502Z digest=sha256:056cd1b034cf3ed4516f34927f203e1985121978ee7810fcfdf4c4caf77d16a6

Observation 3d6a9142-d21c-4809-ad2d-40f6d0786b82 · outbound

This paper cites Land and M.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Land and M

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:49.164629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:36.289952Z digest=sha256:5632e630aec6349762e12612cfcec774124434c4941f874b5dfd2ba5cfdfc621

Observation a06dec65-040f-405c-b28c-1684acf703e1 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:48.966854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:36.439983Z digest=sha256:773623b51517fa44064be3bf89d48ebec6d22576bbd09ae8bd6b1ea352bd8aa2

Observation 7abcd1b7-659a-40d8-a6c8-ee4a52fcda08 · outbound

This paper cites From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:36.565098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:36.565098Z digest=sha256:1c52ce1bb936246bfd3cc17ebbdea2a0805be505fad383793eecab2a8bda9c72

Observation a4452475-b262-4556-afe4-20cd8f055f1d · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:48.796672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:36.682751Z digest=sha256:98ea92745ad80f255813a0a0320bd1dbeb088b16bea7f5c9a664976989b8faa9

Observation ba91417e-8fd3-4316-b1c0-49f97c5cfdc5 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:48.613355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:36.844907Z digest=sha256:a5125b84faee2361a46e4e7b1893282fac2917949d42a85b27ff36a24bb8918c

Observation f47b8f2a-da25-4b55-a873-f5e3fbc9c293 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:48.430581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:37.003655Z digest=sha256:3f549194c7773f0135c3cad3838637221089d1cc781d0327a65fe3fbe4fb44d0

Observation 634648bb-e76a-48fa-b471-89b76272a90f · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:48.100495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:37.143731Z digest=sha256:385ce45fd0a5ddc59f6fb1f88dcfef1f739d828b726218562e5ab37a6ab51ebe

Observation 72b4bc12-a1c6-40c5-95a1-42a3ab23baf1 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:47.864115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:37.282654Z digest=sha256:a4828682117aa1ee4272b138f00843d2c7772c7e5ba2267df7f03233ebe191a6

Observation a0acb435-2cfd-456a-a10e-1cec52faee56 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:47.651649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:37.416374Z digest=sha256:f8d031536fd16e5f298cb1f28d9b50f25972dfff7ecc821537e8779b66dd8907

Observation 534e35b9-5480-4e5f-8889-627309e79337 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:47.399593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:37.528974Z digest=sha256:aaea4ef429a6ecbbfae31cb6e586b1881af6fe0b626b8afedda92411fc4e2e4e

Observation 823e59dd-5d86-45e6-b463-3e8f7e42f74c · outbound

This paper cites Madsen, N.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Madsen, N

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:47.096845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:37.685609Z digest=sha256:935b2e6328556c0f817b1a458be626441c7c654442b383b53a673d8f46eabf10

Observation a84192bb-e9d0-4578-9dce-be2cfa803a73 · outbound

This paper cites McInnes, J.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning McInnes, J

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:46.838817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:37.847883Z digest=sha256:c477e400b376a954658e6c464bf252f0249d2ba18ecf148a55d5ff9d58bfaa49

Observation beb33b9f-c489-4ccf-bd0f-2e0a93c75d6c · outbound

This paper cites McInnes, J.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning McInnes, J

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:37.980820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:37.980820Z digest=sha256:bd5eccb1c2e94ff6adea595f9a5f848818236c90b445707aba8d36f0273699c4

Observation c5c0fcc7-ff05-4a0e-9cda-deab31ffa940 · outbound

This paper cites Mikolov, I.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Mikolov, I

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:46.580853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:38.104984Z digest=sha256:f2ecc13aa3496cb3b5383c3b6cc6d061f8be8265516920e5ebd196b91764aba7

Observation 07056bf5-431e-4eaa-87bf-b8785428d642 · outbound

This paper cites Ouyang, J.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Ouyang, J

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:46.252330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:38.229914Z digest=sha256:b01fceeb91375f6fa7ac72b85bcca75604393cb8f8606b1ca02824a9a980ca34

Observation fd688051-1303-4683-8999-7b79873e5281 · outbound

This paper cites Padmakumar and H.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Padmakumar and H

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:45.942175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:38.346730Z digest=sha256:812fef77406cd219d06f914100a3e4aa2951e31018bceba0d840c092a84d38c1

Observation 1db9efa1-332a-4989-b442-4a13a1101edc · outbound

This paper cites Shaib, J.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Shaib, J

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:38.465739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:38.465739Z digest=sha256:8668bd19aefdae4fce8bbfeb7053f93472b3655d0b996ba098bbf8c85ec8c3d9

Observation 3497c890-2ac6-4274-b492-64fe1255d435 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:45.668676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:38.654230Z digest=sha256:bcd4ee6265941ef757bfdfba01c86240db05297f5819c707e9e8d3f1ad30f216

Observation 106218ef-91bc-425e-93ee-813da3a1fdbc · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:38.774435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:38.774435Z digest=sha256:d6fca15f61dd61ca33f9c6d849f0b02ae9ef22a862a9e4662533c40c5e8c3254

Observation d483f112-799c-4a99-a9f6-ac75ee7edfd1 · outbound

This paper cites Vaswani, N.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Vaswani, N

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:45.437292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:38.885518Z digest=sha256:db53099c74052fd695d7c81174e5a34f7dc5b2d1658f13890a4143b495cc900b

Observation 1754211a-5a7a-4b60-9ec2-197ae4a9fcae · outbound

This paper cites Diversity Measurement and Subset Selection for Instruction Tuning Datasets.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Diversity Measurement and Subset Selection for Instruction Tuning Datasets

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:38.961826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:38.961826Z digest=sha256:2468c3f134d67d8daed1b909f6329c7cebc27eb6312eb149ae33d54317814800

Observation ffcba2e2-e2d3-4bae-8d67-0d2a4c9f3f62 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:45.113485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:39.071679Z digest=sha256:e85ab974532ea38067785d32ecccdf37d96154362fcaa2886a7c4042974d03c1

Observation 42666668-3a53-487f-97a0-02efe5af086b · outbound

This paper cites HelpSteer2-Preference: Complementing Ratings with Preferences.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning HelpSteer2-Preference: Complementing Ratings with Preferences

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:39.220697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:39.220697Z digest=sha256:2323f6b34cbcb0cd92512660def144b98e5a3d6d62918d6b375f893a7e32b6c4

Observation 82776c4b-0e63-4f41-a97c-be8e174dee1e · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:44.863180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:39.348003Z digest=sha256:d5f1735f8e415d7c8f6b3644bda8f2fdeac9bcb0c77c5ec03032fd11059e1ff7

Observation eebeced9-6c32-4984-a22a-b7e7dcdb9346 · outbound

This paper cites White, S.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning White, S

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:44.540924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:39.484874Z digest=sha256:32f53402b9589ea8fe3d3336d03058d49a7bc01d6e48d2286054fe5b73054b31

Observation c2391c85-a538-4fc1-9d09-794d533bb8e4 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:44.254301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:39.605411Z digest=sha256:e2db1d171525bd38d8a479f0a5a351eb753fc5870be9c9815991b27be19c24ba

Observation 29db87e5-708c-497e-b70f-d39cd8849ac3 · outbound

This paper cites Qwen2.5 Technical Report.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Qwen2.5 Technical Report

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:39.764845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:39.764845Z digest=sha256:0e16add06530d9266b84191cac03a3e88940cdbb5f05ceb218d135e063e9f779

Observation d40d78b2-934f-4b42-b491-87a1fd17bd57 · outbound

This paper cites Zhang, S.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Zhang, S

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:44.025611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:39.892103Z digest=sha256:606a815966d171b98a59d7039177d6921c23d3a39b72fcb5634dbdb785659246

Observation dabb8945-a7a8-45b2-b9ab-a40e295dbdf2 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:43.796761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:39.966787Z digest=sha256:352dd6a9da06e921961c0bb081f97d5455ec611b77cbdd026bc22a4f07f04c84

Observation 0532fc73-02b4-4ea6-9d68-b87d946a76f3 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:43.555753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:40.130686Z digest=sha256:f314b98ef2a2624721a9a428bc76dffdfda6457034d9ca8e04081c52d312de39

Observation a4e0a418-08c7-4b63-88ec-4280baa1e1db · outbound

This paper cites Zheng, R.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Zheng, R

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:43.267479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:40.248596Z digest=sha256:3a2272918d3e6c8ee68f94a8cf5841fef4bfa82fbb2f067d9934da1bd67df9d0

Observation 58a3e2d1-c745-4420-897c-50b415c90178 · outbound

This paper cites Zhong, L.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Zhong, L

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:42.996020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:40.372496Z digest=sha256:7b42806f686d86ce30c1cdc169b9ff023f71ee33879cc1683769d7188966c1c9

Observation da7f78fc-11fc-443f-920b-ab369b102c8f · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:18:42.735529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:40.487494Z digest=sha256:90f49b636d62153a011780a365ab3274b6a1f4799e79aa6a14a1d922d5f5f1f8

Observation aeeb8243-7b0b-40f7-8557-9443b7fc360e · outbound

This paper cites important tokens.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning important tokens

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:42.401530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:40.606154Z digest=sha256:26ed0d55dc8d52fb3350ffd84d8f84a27b224528a422084358fff153926712b4

Observation 13cfecf6-16af-404a-a6f1-a4eab20edecb · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:40.726509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:40.726509Z digest=sha256:dfeca169272faf9ff548cf61382ef70824c4de81092e3fbb19cd796da25ab0f1

Observation 72983e3a-96ed-4085-94ef-69e07dc82984 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:40.837519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:40.837519Z digest=sha256:98c9eec3755adfc6842d36a10fb5e1497f6d127ea83f853129da383acddc6e47

Observation 7cfeac98-459f-4bcf-9cde-244c57e9b178 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:40.965271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:40.965271Z digest=sha256:d6757684be5fc94310546728f51d503f644e44ed3869ba93ade5038f2897110a

Observation ba3d3b17-164b-498e-98b2-0a9e0830c276 · outbound

This paper cites an unresolved cited work.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T12:18:41.124019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:18:41.124019Z digest=sha256:868b104b674966c0a26dea8ed66390e1aa60b5433bd2aa2e41197df6ba53ca0c

Observation 44889bba-3a7e-4a1d-bab2-7fec148fe107 · outbound

This paper cites Spelling and Grammar Check.

From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning Spelling and Grammar Check

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:18:42.062444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T12:18:41.264812Z digest=sha256:48c690640ecdd723687b507a9096b51a66b6d3988d6493ec870e3b7f61216cef

Pith citing papers

Observation 28b993e3-6aa7-4e55-8b6b-1b90158b002c · inbound

Exploring the Limits of Pruning: Task-Specific Neurons, Model Collapse, and Recovery in Task-Specific Large Language Models cites this paper.

Exploring the Limits of Pruning: Task-Specific Neurons, Model Collapse, and Recovery in Task-Specific Large Language Models From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-12T09:36:27.711589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-07T10:05:31.211127Z digest=sha256:83309cdd321d9b2cb6b00e37b174375daef6d200e72b60ad3169d7ff666a98f4