Pith. sign in

Paper Citation Record · LEDGER

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models

As of 22 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2607.13395.

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

pith.paper-citation-record.v1
2607.13395 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:24:28.997057Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

72 of 72 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved71
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 839fa377-53b4-4024-a411-c250af5a70df · outbound

This paper cites Perspectives on Science 14(2):153–188.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Perspectives on Science 14(2):153–188

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:20.524688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:20.524688Z digest=sha256:4f54076cca875eb5c6de50f0baa4fc96b6cda9727b0e2b2298945f03844f12ae

Observation df37608c-5ab4-413b-b849-0f44455b1c68 · outbound

This paper cites arXiv preprint arXiv:251121631.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:251121631

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:20.631050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:20.631050Z digest=sha256:b6a6653dbfa90ba9f46dd1f330c701301b1e00e3af6f5f9105291cc10ccb9d57

Observation 8a8c7c56-cc9b-4156-805e-023dfb678740 · outbound

This paper cites an unresolved cited work.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:20.759098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:20.759098Z digest=sha256:2003c00550b069c775c3ec1242f3eb89ceb8d8d74c76b9c9e6c6f143e3ce4834

Observation 85aac373-86c3-4174-926b-d3da87ac034f · outbound

This paper cites In: Classification, clustering, and data analysis: recent advances and applications, Springer, pp 281–288.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Classification, clustering, and data analysis: recent advances and applications, Springer, pp 281–288

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:20.831352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:20.831352Z digest=sha256:03f813bf55e75617ac4f5f180541b38a15ba034dce72f9e230c562615a11d357

Observation aede083e-c79b-49bc-84a7-db4cddc4dfc6 · outbound

This paper cites In: Proceedings of the AAAI conference on artificial in- telligence, vol 34, pp 7432–7439.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the AAAI conference on artificial in- telligence, vol 34, pp 7432–7439

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:20.910623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:20.910623Z digest=sha256:d0ea008bb49a337777fd9ea754804355603f6b231927ef978ff795c66d2fe2a7

Observation 74149cf0-b819-4f7d-bfd6-1cb0b214f4bd · outbound

This paper cites Advances in neural information processing systems 37:57817–57840.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in neural information processing systems 37:57817–57840

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:20.958493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:20.958493Z digest=sha256:334a5ac22d311213cd577e5055f26241861d1ef0e30badc3413c569dc6d60db7

Observation ac300f6c-3c55-4d10-b066-661a69c3dc0b · outbound

This paper cites arXiv preprint arXiv:260312658.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:260312658

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:21.062419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.062419Z digest=sha256:fe20bd8b55931d3f1b1938144980d8f636eda8dfc4c2866e3f657657953e7737

Observation 5696b4ec-d0f2-4bd9-894e-6e5d5148b045 · outbound

This paper cites Proceedings of the National Academy of Sciences 114(18):4637–4642.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Proceedings of the National Academy of Sciences 114(18):4637–4642

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:21.190852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.190852Z digest=sha256:9b8fa86032c86d0ff85737f1a2d4d61726e409b21c4d348be874fa520b8de271

Observation 39e0f15e-94de-402c-96bf-3282f1f4c776 · outbound

This paper cites In: International Conference on Ma- chine Learning, PMLR, pp 6621–6642.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: International Conference on Ma- chine Learning, PMLR, pp 6621–6642

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:21.308407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.308407Z digest=sha256:3caa6caf7baea0c21605878b79283eac03e5688ed2d609c56fbbd1734d2800fa

Observation 5a07c3ca-0da6-423a-a254-244a99a46008 · outbound

This paper cites an unresolved cited work.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:21.403753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.403753Z digest=sha256:7d9e59154dbdf94bbd4ff233491e8af107918a8f8c84037a3db034c52c8b2d70

Observation 0695146b-df3a-4c5a-bfd1-1b869f4ec351 · outbound

This paper cites arXiv preprint arXiv:180305457.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:180305457

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:21.549438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.549438Z digest=sha256:30ae70c08032b305050a0302d03cd6c64a3440d936c3031a84d170b92611e485

Observation a6c73f56-e6a6-4f03-924e-bac5f9f1edfe · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:21.694243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.694243Z digest=sha256:75afce3ea7c2608cd25880a61ed2bdaaba73dc49a4394736d4319955e064f1a3

Observation 33dba332-6d9a-48dd-b621-3f2fa452123f · outbound

This paper cites Med-X 3(1):2.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Med-X 3(1):2

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:21.744851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.744851Z digest=sha256:0a6ef323c275dd0cf00e5f43832eab08823206b3ceba7b971aae1bad0b71f8d8

Observation 45e02b5a-82ff-4e13-91e5-fea531672d33 · outbound

This paper cites IEEE Transactions on Ar- tificial Intelligence 7(3):1223–1237, DOI 10.1109/TAI.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models IEEE Transactions on Ar- tificial Intelligence 7(3):1223–1237, DOI 10.1109/TAI

Reference 14

Resolution
malformed identifier
no resolver link, observed 2026-08-02T05:24:21.866999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:21.866999Z digest=sha256:37e95b5aa96c0509adbea9ee6e21478f2eb5730c31ac47be8c1898059cb3b69f

Observation 57d630f7-34a1-4afd-a6cf-6d717a437816 · outbound

This paper cites Advances in Neural Information Pro- cessing Systems 38.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in Neural Information Pro- cessing Systems 38

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.003060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.003060Z digest=sha256:6d799412a0dc3e9f6c590824bac8832e3eb4812483633af90a066c0dfec75254

Observation 740961ca-88ca-470e-8f92-361d66c5f980 · outbound

This paper cites International Journal of Computer Vision 131(7):1857–1874.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models International Journal of Computer Vision 131(7):1857–1874

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.153122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.153122Z digest=sha256:ce9c51ecd6f4a9ea60140110b38a8fac770a2fd964104fa4d9ed3f33792032ee

Observation 212d4835-7faa-4db5-905b-df1afcf5d87c · outbound

This paper cites In: International Confer- ence on Learning Representations, vol 2025, pp 97114– 97144.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: International Confer- ence on Learning Representations, vol 2025, pp 97114– 97144

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.307757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.307757Z digest=sha256:dbb6418ac82c4a4b92e6246ea9f63e4b45d2d853dfd082173cf79a7e8e24403f

Observation ac8d15e9-09a3-420e-8e0e-9dbecafed15a · outbound

This paper cites In: Proceedings of the 58th annual meeting of the asso- ciation for computational linguistics, pp 8342–8360.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the 58th annual meeting of the asso- ciation for computational linguistics, pp 8342–8360

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.485804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.485804Z digest=sha256:15f471c4f3c457b60312fba6a9fa867f1e8045e945e51daa086b2674a1a5346e

Observation 39d54f67-130d-434b-b9cc-0e1336609255 · outbound

This paper cites In: The Fourteenth International Conference on Learn- ing Representations, URLhttps://openreview.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: The Fourteenth International Conference on Learn- ing Representations, URLhttps://openreview

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.609782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.609782Z digest=sha256:6d8c9b457993755c6c24c2c8bb30137855a80d0ad6fd1ae0bfb519b22de7ab13

Observation 6703ef31-51ae-4296-931b-0e9122d3e73b · outbound

This paper cites Advances in neural information pro- cessing systems 36:45870–45894.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in neural information pro- cessing systems 36:45870–45894

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.686165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.686165Z digest=sha256:4563068fb3df38a0561297b2221bf7fbcc922acd3ac9337f1a630fc5504ff71c

Observation 86cb2456-dcdc-4b9a-b8ee-5e8e8d5ec489 · outbound

This paper cites IEEE Transactions on Image Processing.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models IEEE Transactions on Image Processing

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.739112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.739112Z digest=sha256:be19f3d4c086c068d41c53908fc5e99af4486666f4f3c00c4b07ae1c9d2182ba

Observation 07479c7f-77f7-4438-8cd5-441e69062412 · outbound

This paper cites In: Proceedings of the 2023 conference on empirical meth- ods in natural language processing, pp 1051–1068.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the 2023 conference on empirical meth- ods in natural language processing, pp 1051–1068

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.780920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.780920Z digest=sha256:a60b0803a0c7252d6dd2364eaeee56634c9b43df824f5f7af9a78c0c93be8cb0

Observation b20a01f5-b290-46ee-8134-55d8db8a9c25 · outbound

This paper cites an unresolved cited work.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:22.848795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:22.848795Z digest=sha256:1b911d3b0466d6a5cc0ba8b05d96376474b327964d978c43f8463bae9c4af864

Observation c8039edc-fea8-4785-81b3-4c3b44db271f · outbound

This paper cites arXiv preprint Enlightenment-style Tuning for Large Models 15 arXiv:260630168.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint Enlightenment-style Tuning for Large Models 15 arXiv:260630168

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.027617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.027617Z digest=sha256:1b26e73a06e5b770a54bfd3eb265a8a51261a461ff6312d1423168c37c91377d

Observation 340bc988-b728-41ca-a1c8-1d584fc44dde · outbound

This paper cites International Journal of Computer Vision 134(4):190.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models International Journal of Computer Vision 134(4):190

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.167972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.167972Z digest=sha256:0fe1885ddf9ffa45e54144bb7ec74f05071b84d3cf7d28449157161ed7d2fde1

Observation 069379c3-92cc-4f8c-89da-a6f548beb520 · outbound

This paper cites In: International Conference on Learning Rep- resentations, vol 2025, pp 34531–34582.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: International Conference on Learning Rep- resentations, vol 2025, pp 34531–34582

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.289004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.289004Z digest=sha256:6986ca8d0ed47d96c6b1bc423e97f9f71165fe8d888b790a03c796c149df363e

Observation 050e276b-6c60-4fc0-ab06-9d89966d1f11 · outbound

This paper cites In: European Conference on Computer Vision (ECCV).

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: European Conference on Computer Vision (ECCV)

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.381020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.381020Z digest=sha256:71b7c0dcd7ad0ca6e9cc15df10ad53abd15c34a317087df5f9040255743c06e3

Observation ecbf6380-7d08-4a98-bc51-12f286c014ce · outbound

This paper cites Advances in neural information processing sys- tems 29.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in neural information processing sys- tems 29

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.526845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.526845Z digest=sha256:b359bdedd5eebb67754d42521b6adaf980f6ed6c2003b58e29ec38bf2733454a

Observation b5bb053a-6738-4f18-af9d-20defc4b323e · outbound

This paper cites Pro- ceedings of Machine Learning and Systems 5:341–353.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Pro- ceedings of Machine Learning and Systems 5:341–353

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.632886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.632886Z digest=sha256:21d0c63f391f6743f5a029b41ac0bf6a3bbcf08b1f86898e1705242dd0540c23

Observation 473bc81c-8cf7-43d8-9b03-28ef846054f6 · outbound

This paper cites Inter- national Journal of Computer Vision 133(1):31–64.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Inter- national Journal of Computer Vision 133(1):31–64

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.760031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.760031Z digest=sha256:73a9298f0ecaead00a0304f268c8427b1d060fc9cd0f88c077e5b5f8defca9c5

Observation 99d16073-2194-4aad-a0bd-b2ad22743f05 · outbound

This paper cites Neu- ral Computing and Applications 37(18):12631–12652.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Neu- ral Computing and Applications 37(18):12631–12652

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.867382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.867382Z digest=sha256:42f6a1fe431e859962704134d3d72bf337b2bddd9f5615e44e8e50513d617b89

Observation 868d3190-33ff-472d-87bd-86a1d48cc9f4 · outbound

This paper cites In: European Conference on Computer Vision, Springer, pp 125–140.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: European Conference on Computer Vision, Springer, pp 125–140

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:23.979170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:23.979170Z digest=sha256:4c863d900570e92585da88d0cbfbe318b88ceb75bb8ae8ecb18cf00ecf81f7ab

Observation 12ea7bdb-396a-4058-936a-f42da0aaaa6c · outbound

This paper cites an unresolved cited work.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:24.121939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:24.121939Z digest=sha256:01a32eee67c8f714cc661cb984ff40b4927564c39225e9c6d1672e5b716d4a43

Observation 3396365c-ca0b-4541-be9b-3c6960b519e3 · outbound

This paper cites Knowledge-Based Systems p 115570.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Knowledge-Based Systems p 115570

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:24.259004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:24.259004Z digest=sha256:88af0855db3f89c9a21b54ec03b2588fb3682e65027d99b2e1c8153fb3def12f

Observation b7c4f748-3140-49ba-8bf8-4d75314de512 · outbound

This paper cites In: Proceedings of Sinn und Be- deutung 23, vol 2, pp 107–124.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of Sinn und Be- deutung 23, vol 2, pp 107–124

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:24.452350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:24.452350Z digest=sha256:ce0cf8de9f94b535315b79145f1e764c87b492b2c587418a1c6349ecce45f097

Observation 822b9a7f-9aa7-49f9-8cae-a2bdf1d9376c · outbound

This paper cites Scientific reports 7(1):10717.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Scientific reports 7(1):10717

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:24.617191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:24.617191Z digest=sha256:5d1cbc5b0eec17d074392438705be87d8d0ea3cea7df8abafbac920822d3cd04

Observation 3f36ac13-c3d3-4f60-afa3-bc4bbfcde13d · outbound

This paper cites arXiv preprint arXiv:180302999.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:180302999

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:24.743836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:24.743836Z digest=sha256:c17f3f451061c95b91ebe76c0a70d36d86236292f414d450789cb71f3da7441a

Observation 0201e058-dec4-40b2-afea-df420763c5eb · outbound

This paper cites International Journal of Computer Vision 134(6):311.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models International Journal of Computer Vision 134(6):311

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:24.874244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:24.874244Z digest=sha256:5af4432bd9d7c26e25b2215387644a4ec07246d857ab13725a806b22eb987da4

Observation 3accb8a4-9ec3-4614-b2ab-74b5c855c965 · outbound

This paper cites Advances in Neural Information Processing Systems 38:74741– 74778.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in Neural Information Processing Systems 38:74741– 74778

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:24.987161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:24.987161Z digest=sha256:8d6bee4929fc02d20c1687d32625c35d267b8069f2c80891b5be68c4fc9d8ede

Observation 10c3255e-4fb2-4a22-8cb5-631808faf577 · outbound

This paper cites In: Proceedings of the Com- puter Vision and Pattern Recognition Conference, pp 4430–4440.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the Com- puter Vision and Pattern Recognition Conference, pp 4430–4440

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:25.125176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:25.125176Z digest=sha256:8ae895b19b6967b8b2d056beee94e1e07aeb65897ff626de0bc13397d4b4dee8

Observation 64ed8bbb-29c7-438b-ba16-cb91cccaeec4 · outbound

This paper cites In: International Conference on Learning Representations, vol 2024, pp 28412–28434.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: International Conference on Learning Representations, vol 2024, pp 28412–28434

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:25.274289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:25.274289Z digest=sha256:22b28309119c95d9442aef92ca7687590ac972a167cf955cbb2df2bede146e00

Observation e25140c9-3513-4664-9a53-5d95d2c7c71c · outbound

This paper cites In: International Conference on Learning Repre- sentations, vol 2024, pp 9695–9717.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: International Conference on Learning Repre- sentations, vol 2024, pp 9695–9717

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:25.414974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:25.414974Z digest=sha256:fe7f58bd075acfe4d5d04405d571f635bc3e801df4cdeea74ae8058d435c4769

Observation 2a4c1ada-74b3-4860-b29e-cdf0e8e019d5 · outbound

This paper cites Advances in Neural Information Process- ing Systems 37:55249–55285.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in Neural Information Process- ing Systems 37:55249–55285

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:25.547821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:25.547821Z digest=sha256:169d4565806f4803d026745b81cc6d3fbb4c259530916e0707830ec056e0f0dd

Observation 5a989de0-d8f9-4dfa-a14a-58987b771bd3 · outbound

This paper cites URLhttps://qwen.ai/blog? id=qwen3.5.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models URLhttps://qwen.ai/blog? id=qwen3.5

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:25.675049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:25.675049Z digest=sha256:665ccce534f94252b136eb5345070b546430684f576b0b4c7c0370772bd81542

Observation 782463f5-441f-47d8-9890-3cae84e797d0 · outbound

This paper cites In: The Eleventh Interna- tional Conference on Learning Representations.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: The Eleventh Interna- tional Conference on Learning Representations

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:25.814381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:25.814381Z digest=sha256:4f4aea836f8c751447890a9c4fa4c96d3e54874f7ae34f165a041a1cbf929efd

Observation f55fdb6f-b8f6-4b5f-8a49-6d49c581cbce · outbound

This paper cites Nature Reviews Neuroscience 26(10):583–584.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Nature Reviews Neuroscience 26(10):583–584

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:25.940024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:25.940024Z digest=sha256:dd9f7aa57bad6bafc99d6e0c7d17c07f1a8559fe3cef17ac48c9bc78dc56998c

Observation 15be1787-e5d0-4eaf-ad8b-e3188efc5227 · outbound

This paper cites arXiv preprint arXiv:260119897.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:260119897

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.048903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.048903Z digest=sha256:a63f9049876a39ab6531c3aab3a4953341632099f9edff466baee3c507737355

Observation 3d600a05-703f-48bf-8741-adadfaf941ea · outbound

This paper cites an unresolved cited work.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.123182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.123182Z digest=sha256:873020456651414e495bca9b9c6ff9c769df98d6b87b4d67a7f762b6699246dd

Observation 63be2149-fcd1-440a-a46f-7abc58113b51 · outbound

This paper cites arXiv preprint arXiv:230914763.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:230914763

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.233256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.233256Z digest=sha256:86bbd6313bf63f5ae42e1abdd12605f7975faf03ca58120f36f9936431ba5655

Observation 7ff956ce-2e4e-4cfd-8b2d-18ba1199ca44 · outbound

This paper cites In: Proceedings of the 2019 Conference of the North American Chapter of 16 JX Liao et al.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the 2019 Conference of the North American Chapter of 16 JX Liao et al

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.342913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.342913Z digest=sha256:724b6a0b309a08d4e88156134436cf026604624a3ae9b2400938753443715f30

Observation e75ece43-faf7-4126-9f40-6ea4cfec0cd3 · outbound

This paper cites Advances in Neural Information Processing Systems 37:22624– 22656.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in Neural Information Processing Systems 37:22624– 22656

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.495175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.495175Z digest=sha256:7f8d7adc158466e4ffcf94d20c8cfcac7d31e775375b6162c73fe06afe5357bd

Observation f35423ea-1193-489d-9587-8f6a4ad39d28 · outbound

This paper cites Sci- ence advances 6(16):eaay2631.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Sci- ence advances 6(16):eaay2631

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.595108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.595108Z digest=sha256:decde164a7415cead87d8cc026a93eebe0814af5b5ebe71c9fab5aa29cae7e01

Observation abfebc70-8049-456b-aa99-1ed8be38a47c · outbound

This paper cites Advances in neural information process- ing systems 30.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in neural information process- ing systems 30

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.663472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.663472Z digest=sha256:4a56d192532c6a460885b458efbbd605848b9f57a3249ece15b5345f8f5be42a

Observation c1369616-ebab-46b8-aeb3-e4353a2bfbb7 · outbound

This paper cites arXiv preprint arXiv:240912191.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:240912191

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.736361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.736361Z digest=sha256:bb2b9a1c6247d5bc8db7504865a9dd8350a4cdc21c8fed9df077687adc88ca71

Observation 90adc560-b7dd-473c-87e1-acc9dbe2c8f8 · outbound

This paper cites In: Proceed- ings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers), pp 13484–13508.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceed- ings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers), pp 13484–13508

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:26.878201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:26.878201Z digest=sha256:b0e8e3af515506bc29c886332dd22e43169fe40b247e4d8623b6b647544b6577

Observation 5c6608bb-ddc5-4796-b607-a7258f582e04 · outbound

This paper cites In: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pp 11548–11565.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pp 11548–11565

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.028101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.028101Z digest=sha256:7a61bbb95d344ae864895ccea04703104ba95fabc0d746490fd1507cd9404f33

Observation 4ceb65b7-de2a-4cee-8351-743b68235f22 · outbound

This paper cites co/datasets/xai-org/RealworldQA, ac- cessed: 2025-04-26.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models co/datasets/xai-org/RealworldQA, ac- cessed: 2025-04-26

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.152608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.152608Z digest=sha256:892151cda77fc130adc8130c8a6014a7c4536a303f4e02a1be79cd9b7e66c246

Observation d21750c9-736b-45c7-85e5-e7d00cebd4ff · outbound

This paper cites In: International Conference on Learning Representa- tions, vol 2024, pp 21875–21895.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: International Conference on Learning Representa- tions, vol 2024, pp 21875–21895

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.270276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.270276Z digest=sha256:4ac834b13e44af20eb5d0f5dac3bda1d44180a36ffdfb435eca55cf82c93d41c

Observation 99afbc9e-93eb-4b95-a1c9-6b36c2998452 · outbound

This paper cites MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.410070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.410070Z digest=sha256:728d38d9df00c1b8e581e146c9b96465e2b757dbd975f5fcf697627941beef20

Observation 6d3c4f1b-acc8-4b7f-811c-4724cbc62a89 · outbound

This paper cites IEEE Transactions on Knowledge & Data Engineering 38(07):4674–4693, DOI 10.1109/TKDE.2026.3675811.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models IEEE Transactions on Knowledge & Data Engineering 38(07):4674–4693, DOI 10.1109/TKDE.2026.3675811

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.566501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.566501Z digest=sha256:67f3455db2e3d51f29da75a059e935f18234baa2c687e60f7c6115d2ab6debea

Observation 4d0f1eb6-a687-409c-9a9f-0dd21a0b696c · outbound

This paper cites IEEE Transactions on Pattern Analysis and Machine In- telligence.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models IEEE Transactions on Pattern Analysis and Machine In- telligence

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.682705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.682705Z digest=sha256:b4d5f012df9242c9fd8ff7a3e22618c4c5875428fbfffa7642c8f5d95907e3ff

Observation e56f92d3-6c6c-4d53-bf88-f5b22ed6febd · outbound

This paper cites Advances in Neural In- formation Processing Systems 38:23706–23741.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Advances in Neural In- formation Processing Systems 38:23706–23741

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.831998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.831998Z digest=sha256:2c7d160070b2213fe1ddb82589b0e75b888f3799e6717b983e9fc8f909ba6bf1

Observation d41bda80-ed00-402a-92fd-3f6ac10926b7 · outbound

This paper cites arXiv preprint arXiv:240615765.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:240615765

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:27.980374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:27.980374Z digest=sha256:0971de3cd3db673d8ad623e943fb67c2665ec5413a25c7f91ddbe460205e10a2

Observation a8c38af4-74cd-413b-b7ad-f0a15c247cd4 · outbound

This paper cites In: Proceed- ings of the IEEE/CVF conference on computer vision and pattern recognition, pp 9556–9567.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceed- ings of the IEEE/CVF conference on computer vision and pattern recognition, pp 9556–9567

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.112046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.112046Z digest=sha256:b6b1713b2920908cded93403c919722a8da28c67f6aa45469c8cc761ff0a827c

Observation 74f3de5c-690d-4d33-a427-e6cec3e610ba · outbound

This paper cites arXiv preprint arXiv:221008340.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:221008340

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.252057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.252057Z digest=sha256:41ea1e7d5b0deaf9fa9a69f0ce0c9a65052c6a6a36ce48470ae27d89335b522a

Observation 99e3badc-036e-4674-b6dd-7e4c2b4c64b4 · outbound

This paper cites In: International Conference on Learning Representations, vol 2024, pp 42411–42430.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: International Conference on Learning Representations, vol 2024, pp 42411–42430

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.389192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.389192Z digest=sha256:ebb09ae2cbdbc924c90c024a9beef88295deca6de77c62ead1fbf1641205e995

Observation 759eec79-9122-4239-b914-86537ed54a2e · outbound

This paper cites arXiv preprint arXiv:240910790.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:240910790

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.492980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.492980Z digest=sha256:b899b169325dc6a9061abf1c1fca7ccefcd0a216b00193bf8223d8f8afcda0f5

Observation defbc647-bafe-4505-8a6d-93f14ad0dfb9 · outbound

This paper cites arXiv preprint arXiv:260401193.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:260401193

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.604687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.604687Z digest=sha256:f7c582157289b9a40bc859fa7ee14ba477df21164025c8993f61a30cf0367805

Observation 77a35330-cd8c-48e5-a678-152802465778 · outbound

This paper cites Journal of Machine Learning Research 25(194):1–74.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models Journal of Machine Learning Research 25(194):1–74

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.697824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.697824Z digest=sha256:bdca822cef6939b357fd45bd450b53832b7a970af7220a5042f0e3f6b5e1b017

Observation a3385b80-aa07-486e-b5fc-a37a151261ec · outbound

This paper cites arXiv preprint arXiv:260118734.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models arXiv preprint arXiv:260118734

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.788218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.788218Z digest=sha256:61c440bb6936e8ed8ae6ddb5951c66d778d3474aa093cdbc0f9fa1b9f6c28b10

Observation edc6503c-40d8-4de1-aaef-452f3cfce0d6 · outbound

This paper cites In: Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, pp 8363–8371.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, pp 8363–8371

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.906606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.906606Z digest=sha256:f8b1e19b534892ee629f80c7f67458bbbfcadce84df9a01dec7a1cf4f2872a27

Observation 597db582-fcbe-415c-ae95-138d5855506f · outbound

This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Conference, pp 1624–1633.

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models In: Proceedings of the Computer Vision and Pattern Recognition Conference, pp 1624–1633

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-02T05:24:28.997057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:28.997057Z digest=sha256:ad5f7ee8b5228286efaad30d9381f45658d5cc930ca3c24c515b3ea2ea52ed3a

Pith citing papers

No inbound Pith citation observations are available.