Paper Citation Record · LEDGER

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits

As of 11 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2607.28982.

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

pith.paper-citation-record.v1
2607.28982 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T16:09:40.296088Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 51fd0515-8e26-4d76-8715-c45ecd701854 · outbound

This paper cites Frontiers of Computer Science , volume=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Frontiers of Computer Science , volume=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:36.611200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b302b4a-e1ab-4791-af1c-6e1206061bc4 · outbound

This paper cites ACM transactions on intelligent systems and technology , volume=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits ACM transactions on intelligent systems and technology , volume=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:36.719996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3551be98-4304-4d08-83d3-a6c6f7735ca9 · outbound

This paper cites AI Agents: Evolution, Architecture, and Real-World Applications.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits AI Agents: Evolution, Architecture, and Real-World Applications

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:36.837696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d1ae947-abca-4dd3-8fee-cc40ee28af7b · outbound

This paper cites Nature Communications , year=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Nature Communications , year=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:36.940619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c684bdee-c6b3-4083-a629-e09e45f8e864 · outbound

This paper cites 2012 Symposium on Application Accelerators in High Performance Computing , pages=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits 2012 Symposium on Application Accelerators in High Performance Computing , pages=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.085350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aee288d-c935-46df-99eb-843729071e5c · outbound

This paper cites Nature , volume=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Nature , volume=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.237073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation badb9091-a2cf-47c6-bc3e-727a59bf9674 · outbound

This paper cites Nature , volume=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Nature , volume=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.380990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d789d3c-14e2-4659-90ca-8b130026b84c · outbound

This paper cites Nature reviews neuroscience , volume=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Nature reviews neuroscience , volume=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.497175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 145d43c1-1893-4037-b72e-8f9ad67e6b5b · outbound

This paper cites International Conference on Learning Representations , year=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits International Conference on Learning Representations , year=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.583617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86a2accd-c9d3-493a-9258-a766b5942c2c · outbound

This paper cites an unresolved cited work.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.672677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 339c0072-7942-4f54-9b83-d6a19086e524 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Advances in Neural Information Processing Systems , volume=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.779650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12ac39d9-13e4-476f-ac68-31374b80aeb4 · outbound

This paper cites International Conference on Machine Learning , pages=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits International Conference on Machine Learning , pages=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:37.933301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0956a298-c414-4d6c-8218-ce5fbf4bcee0 · outbound

This paper cites 2019 , doi =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits 2019 , doi =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.060060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bd83c2a-5b07-4b69-a78a-3283e7fa81b6 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Advances in Neural Information Processing Systems , volume =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.162289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 880ba566-5317-4f93-b6c2-9a127f07ad50 · outbound

This paper cites 1994 , doi =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits 1994 , doi =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.298453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad407877-46a6-425e-b300-5afd6c73c7f8 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Advances in Neural Information Processing Systems , volume =

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.436387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c8d36c-cc59-4274-8e46-0622ad983577 · outbound

This paper cites Machine Learning , volume =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Machine Learning , volume =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.578790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7c7f3a6-1ddb-4d02-a918-0fd8bc18043b · outbound

This paper cites International Conference on Learning Representations , year =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits International Conference on Learning Representations , year =

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.698602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e33eb77-ae3c-4f79-9268-cd0534ba8949 · outbound

This paper cites SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.832988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15ad95b2-b49a-4f12-9733-ff5a53a9ad28 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:38.949886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a64f04b-e63b-4755-a968-6608dc6a0b35 · outbound

This paper cites Proceedings of the 2018 conference on empirical methods in natural language processing , pages=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Proceedings of the 2018 conference on empirical methods in natural language processing , pages=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:39.135855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b0643e8-df74-41a5-9eec-80c625500281 · outbound

This paper cites an unresolved cited work.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:39.232078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4890a75-d63c-44bd-b544-679088597eb2 · outbound

This paper cites TinyLlama: An Open-Source Small Language Model.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits TinyLlama: An Open-Source Small Language Model

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:39.433839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d02ffe73-729b-4526-b7c0-320e920c2886 · outbound

This paper cites Neurocomputing , volume =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Neurocomputing , volume =

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:39.538367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation babec85b-b5d2-4f71-9044-608ebcc6d339 · outbound

This paper cites Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:39.710908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19690973-e34c-41c5-b209-ac49dc2e4003 · outbound

This paper cites an unresolved cited work.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:39.847361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee0312e8-df09-4272-a2c3-179bb410f60c · outbound

This paper cites Lessons from the Trenches on Reproducible Evaluation of Language Models.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Lessons from the Trenches on Reproducible Evaluation of Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:39.940018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67da5f40-ecf5-488b-be56-fb0e27763250 · outbound

This paper cites arXiv preprint arXiv:2602.16189 , year=.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits arXiv preprint arXiv:2602.16189 , year=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:40.023676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e140f3dc-28c7-4d20-92bc-343dc3218f81 · outbound

This paper cites and Lapata, Mirella , booktitle =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits and Lapata, Mirella , booktitle =

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:40.133331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 628516d1-0879-4ff9-9688-12217b52e0e0 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Advances in Neural Information Processing Systems , volume =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:40.219336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f86cde9d-0d52-4586-ab6f-3454ef627e11 · outbound

This paper cites Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =.

PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T16:09:40.296088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.