Pith. sign in

Paper Citation Record · LEDGER

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures

As of 20 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2607.21612.

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

pith.paper-citation-record.v1
2607.21612 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:17:11.681755Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

66 of 66 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved65
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9ae02084-6877-44b1-a26b-2f09eddc12fa · outbound

This paper cites Compiling Agentic Workflows into.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Compiling Agentic Workflows into

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:02.279691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:02.279691Z digest=sha256:42891863c909a77e0e300e66a8b709a83690d8719b1af264d8d8e70169d38b45

Observation 852e6254-9576-462e-9556-78226916bb82 · outbound

This paper cites arXiv preprint , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures arXiv preprint , year=

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:02.350021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:02.350021Z digest=sha256:d75984fbfae63382aa96a1d86112de3ef0d74c6ecf75b591c633e26256d53ec6

Observation e5382a6d-4d03-4966-8ea6-604552f74902 · outbound

This paper cites Procedural Knowledge Is Not Low-Rank: Why.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Procedural Knowledge Is Not Low-Rank: Why

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:02.422550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:02.422550Z digest=sha256:45a827be354079642ad530dcc2c0a59f7433bc0912401bfe71fab03d38f04b6d

Observation 53b110c6-e4de-42ad-bdd7-bec16d5d7943 · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Efficient Memory Management for Large Language Model Serving with

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:02.480714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:02.480714Z digest=sha256:a58aac1d2d38fb2a6bd521252a29df744815bfd524f5149d87667521f4dfb0b5

Observation 1822f185-cb2d-46c0-b875-5948dbb5c8da · outbound

This paper cites ThunderAgent: A Simple, Fast and Program-Aware Agentic Inference System.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures ThunderAgent: A Simple, Fast and Program-Aware Agentic Inference System

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:02.539526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:02.539526Z digest=sha256:0379ed602cdcdba45985b86b79b25876e39ec1bc3c4e299dc583888da68a4659

Observation 9862b586-dae9-419a-afcb-d6d63b321b12 · outbound

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

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Advances in Neural Information Processing Systems , volume=

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:02.600581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:02.600581Z digest=sha256:039a56f98ee3549f7e57983c10088a8e8e55d4730840643860907d4e8aac7d19

Observation 78f7060f-63f8-462d-834d-c96833158dd8 · outbound

This paper cites WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language Models.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:02.889003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:02.889003Z digest=sha256:63712c1a7390ff12cbd7fc9de4e9e9dd77d320e8de34e982b41965b3aba227ca

Observation 8216eff8-9632-47d5-8361-da31da5493aa · outbound

This paper cites Findings of ACL , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Findings of ACL , year=

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:03.041614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.041614Z digest=sha256:157c6c295af64ab0e8f7055501a51c998768a10b5e338f1cf19e324f8fe347ae

Observation ba42ddc0-ae35-40c3-b783-8169e58e8ef4 · outbound

This paper cites ACL , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures ACL , year=

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:03.132170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.132170Z digest=sha256:70966aae8aba76ef79be0fce3a8fbd8754e50799bc934fd1bbc8c22eb7891048

Observation bd89959c-023d-4fbb-9b36-5ce78e692697 · outbound

This paper cites ACL , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures ACL , year=

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:03.279620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.279620Z digest=sha256:422f3d358dd31debce8988f9a24db7d6cdb0f89bb06f51c3348e0ea53c949378

Observation f0d00a73-56b9-49f9-904d-af403e2c2dcb · outbound

This paper cites ICLR , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures ICLR , year=

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:03.483827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.483827Z digest=sha256:e9d953ae1052c5b4f85a9d97267e75c63725b3734095c6b63cb722df1a7f2661

Observation c1097408-04f1-4288-80a9-85700cc3b30b · outbound

This paper cites an unresolved cited work.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:03.609032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.609032Z digest=sha256:18e4eb17d4e48aa04601bf6f3bacd5eb821468de3965b5b0bcaf4c7814b896bd

Observation 14f42dde-5764-4bc2-8320-ae827eb97ffb · outbound

This paper cites an unresolved cited work.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Unresolved cited work

Reference 16

Resolution
parse uncertain
no resolver link, observed 2026-08-02T13:17:03.706323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.706323Z digest=sha256:88b914ae70a44dd4e20066c3e7ae9fd48190751a398f118120e85bf872f705e4

Observation 6a2978d9-092a-49f9-98d4-427c8aced43d · outbound

This paper cites and Nadgir, Nitya and Narayanan, Arvind , journal=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures and Nadgir, Nitya and Narayanan, Arvind , journal=

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:03.823826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.823826Z digest=sha256:ae3e35edcba484d2f72fec9240c00bc4dfee9df6f3e0119c95f9398285805eeb

Observation 8a295d4b-1a5d-4a1e-b991-f699bf674510 · outbound

This paper cites An Empirical Study of Agent Developer Practices in.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures An Empirical Study of Agent Developer Practices in

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:03.932388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:03.932388Z digest=sha256:3050995df974d8765b42dc4953d23cfac7ed1b77d1e22184b430ca0280b742fe

Observation cc3f60aa-25f7-405d-85c3-1e2c22a2ce1b · outbound

This paper cites Findings of ACL , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Findings of ACL , year=

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:04.029210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:04.029210Z digest=sha256:dfcf9f2b191f0a53639b9662d9e94dfe394f8bda86209ea6bea228b75e536b22

Observation fb13742a-5168-4287-8adb-3264ef2dc405 · outbound

This paper cites Findings of ACL , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Findings of ACL , year=

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:04.137334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:04.137334Z digest=sha256:16d13431a4eecd788fa4ab7798d316492e769abc4a59f518e58e12172e817b35

Observation 72b4636b-53ca-4da6-b4a1-7cdfd308afee · outbound

This paper cites EMNLP , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures EMNLP , year=

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:04.282075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:04.282075Z digest=sha256:bfce5d8603b8503840117074a7440b0ee6f502f4493787cd3ffb18ff395fdf32

Observation bbc00c3f-3602-403c-bbc1-28b92ce5dee6 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures ReAct: Synergizing Reasoning and Acting in Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:04.422312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:04.422312Z digest=sha256:83fb373e8823c568caa7443a04cd96d4b6d2158ec7df6b8963029dd88b6ab8a9

Observation d50b5390-5b16-4d3a-91a4-cd0c968ce500 · outbound

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

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Advances in Neural Information Processing Systems , volume=

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:04.654546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:04.654546Z digest=sha256:b768ff55fe2ee8b2d346fa5a38be7360601cca292cb49e851868d6612a3233f4

Observation 9e4677bf-21c1-4bf5-ae6b-c085e67c5249 · outbound

This paper cites 1987 , publisher=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 1987 , publisher=

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:04.887399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:04.887399Z digest=sha256:5e4426dbab17e228c238a07cf1742f4e0e30f3641c04ffa16ece1a4cc2c8ce11

Observation 292f02ff-468f-4ee5-b6f8-32797563bfc9 · outbound

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

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Advances in Neural Information Processing Systems , volume=

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:05.133878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:05.133878Z digest=sha256:ec96ab585cdc96b41a52e172aa6fe38f952006e186cfe4a7ecdb4b5a480884fc

Observation b793459b-99da-4d4d-be33-3540b497836b · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Finetuned Language Models Are Zero-Shot Learners

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:05.276231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:05.276231Z digest=sha256:e4ee936b5252f7c47b746dc1acc3a5876baea52e67282a101a489ca6ecbc9fb0

Observation d273b3e9-7baf-43b5-8af7-6bd91cc7425f · outbound

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

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Advances in Neural Information Processing Systems , volume=

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:05.551806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:05.551806Z digest=sha256:60e0db80936e96a5be0c63c7487e0f24dbf1eb51f42047aa9451f055266d3a39

Observation 53873f0f-a9ec-4320-b361-ade4b6c7dc76 · outbound

This paper cites Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:05.653034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:05.653034Z digest=sha256:91c34d5ba848fbce3efd7be64d79554ffb991f2ad754b64aa4cc35d21fc886b5

Observation 7003c2ee-568f-4e86-a8b8-13fc3792aed9 · outbound

This paper cites Self-Instruct: Aligning Language Models with Self-Generated Instructions.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Self-Instruct: Aligning Language Models with Self-Generated Instructions

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:05.798400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:05.798400Z digest=sha256:660cbec66aeeb68324df2f0d9b320683e9e4f922f5cdf8cc249d50f8088d0812

Observation 7810a4ca-709b-4682-a7fe-4bb983dd2b67 · outbound

This paper cites 2023 , note=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2023 , note=

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:05.930694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:05.930694Z digest=sha256:0bd30d0593c17165d690d665ef0198c07aab084322ef13f790f25639f40e1f52

Observation 2e7a3676-b9e9-4599-bc07-99e1f7a03959 · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures WizardLM: Empowering large pre-trained language models to follow complex instructions

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:06.099484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:06.099484Z digest=sha256:f0a5f8941fa2b759dd87dab609ac62d5b3d397940cdd87400c5bbad6aebe0ebc

Observation 8a9a9e29-75a7-48a4-bf7c-828c85dc8ec5 · outbound

This paper cites Proceedings of the First International Conference on Multi-Agent Systems , pages=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Proceedings of the First International Conference on Multi-Agent Systems , pages=

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:06.283217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:06.283217Z digest=sha256:abbf72f5ed55766cce756aed6496f766d6308687ead0d85811d5928df4fad6b6

Observation 09f1fec7-673e-414f-9562-48c23ab8ae1c · outbound

This paper cites Language Models as Agent Models.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Language Models as Agent Models

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:06.410772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:06.410772Z digest=sha256:facfbdf3deaba39374e04f3b4d10286957d5b1012aa8e657c34b6acc7ad01c89

Observation d49b9870-fcac-410f-9f78-b4a348cd40f6 · outbound

This paper cites 2024 , howpublished=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2024 , howpublished=

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:06.556822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:06.556822Z digest=sha256:8ef52b5731c9a3733f133c6d7245ab8bd8d99106f39371631d1c4ec28501a222

Observation ba6a740c-b0a4-4f7f-bd3e-955fe0ef97a3 · outbound

This paper cites 2024 , howpublished=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2024 , howpublished=

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:06.759104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:06.759104Z digest=sha256:6327ddad77cf8ca6608d90485f70acfd63c675c9c6b55c886ad86210fd0a9746

Observation b1839ae7-15f9-4a13-a014-e7b6d0b4f942 · outbound

This paper cites 2026 , howpublished=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2026 , howpublished=

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:06.965556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:06.965556Z digest=sha256:e12473e96d851f7366173b2224d98766a4ae735108284d9f1e9cbf4f407a8ee2

Observation d6cccc0e-e905-4831-aa40-8a7804a68d81 · outbound

This paper cites 2026 , howpublished=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2026 , howpublished=

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:07.191616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:07.191616Z digest=sha256:019583685ca9f3bc8078ffdf9fbcc9b37b4fbce0c683dac93942d99cf7fafeb8

Observation 3436b06e-cea9-4e46-9b3d-44316d54aee9 · outbound

This paper cites 2026 , howpublished=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2026 , howpublished=

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:07.409001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:07.409001Z digest=sha256:c53db16d23cee6a17c06aa0b145be561e8e04039c07245f939e1078da9682637

Observation ad847d5c-74cf-4324-9238-20fc86f0f7d4 · outbound

This paper cites 2026 , howpublished=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2026 , howpublished=

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:07.608998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:07.608998Z digest=sha256:83c207c219d40303a8a3e4de0970bd966a288f285e3b91aac2171880b65ad79d

Observation 41070edc-d268-4dc7-b7a2-5265a63055c3 · outbound

This paper cites 2026 , howpublished=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures 2026 , howpublished=

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:07.748448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:07.748448Z digest=sha256:afe9383e29ad80af614ee002d6fd5f0271e53a8e05df63c140b37faab53f344d

Observation d7d39c90-b30c-4796-8d45-0df7e7619a0b · outbound

This paper cites Why Do Multi-Agent.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Why Do Multi-Agent

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:07.885049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:07.885049Z digest=sha256:cee8172dfb2ce5d7e2fd9cd2763785b21739c669647e79ede1a6c6363da7957f

Observation 48c28b61-ba2f-489d-beac-5112cd5868b9 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Distilling the Knowledge in a Neural Network

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:08.092456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:08.092456Z digest=sha256:49b8563678e22242a2f156f75c650f70c4df4aff778f0f9c0147847ff66644e7

Observation 17ee6e9c-6246-4cc6-9adc-f1e6ca84b1d5 · outbound

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

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Advances in Neural Information Processing Systems , volume=

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:08.230490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:08.230490Z digest=sha256:9ba9c949c5c4a6f4000a46aa0b1753f0cb93424c1adbe103de75e5fb4eaa161b

Observation e89f87ec-d167-40d9-8dbd-cd65916efa28 · outbound

This paper cites Qwen2.5 Technical Report.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Qwen2.5 Technical Report

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:08.364786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:08.364786Z digest=sha256:d20655b817fa97e5149bb9ab52657559295e73fcc46ba0b8cf5ae05a5eb23191

Observation 0d2629a0-4e40-4b3e-92f0-63d4ea6c8d2e · outbound

This paper cites LLM Evaluators Recognize and Favor Their Own Generations.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures LLM Evaluators Recognize and Favor Their Own Generations

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:08.536024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:08.536024Z digest=sha256:6190d18b9988fe0c93b5a69030128b98ed02a512b7e046a81cd4863747716028

Observation dc228109-3a17-47dd-a52c-85e8ad0531a2 · outbound

This paper cites Transactions of the Association for Computational Linguistics , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Transactions of the Association for Computational Linguistics , year=

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:08.701911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:08.701911Z digest=sha256:7cfce137359d32b8ccd74b32a11a942badcc98861ae7c4b97095fa3f5283730a

Observation 6719fbe1-9104-48bb-a10c-5f3967e5a810 · outbound

This paper cites Towards a Science of Scaling Agent Systems.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Towards a Science of Scaling Agent Systems

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:08.925884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:08.925884Z digest=sha256:b1276dae12044e6ffbc72efddf0ca45c034d2df4b437c8714016c6f76da17a39

Observation e2f2b89f-e4e6-4ad1-818a-8b0ba9c6a07d · outbound

This paper cites arXiv preprint arXiv:2601.04748 , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures arXiv preprint arXiv:2601.04748 , year=

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:09.117064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:09.117064Z digest=sha256:2903d684bda872581a7e54e1230f5c6f4b452ab57dee8d694a2856e32d7589be

Observation 1f729e4d-ae46-4b25-814d-385dfff195ac · outbound

This paper cites arXiv preprint arXiv:2601.12307 , year=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures arXiv preprint arXiv:2601.12307 , year=

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:09.320384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:09.320384Z digest=sha256:053aacdb9a244e987c28f71137b18465d514490885c3c3673005ef57d97cdafa

Observation a66fb72b-340f-49ff-b6be-ad23ffb4a481 · outbound

This paper cites Large Language Models can accomplish Business Process Management Tasks.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Large Language Models can accomplish Business Process Management Tasks

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:09.496563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:09.496563Z digest=sha256:e7718d79082c5cd1123390b649076cbc0eea6e801b4309330d0fa67b61fb772b

Observation 47ec5b43-67b3-4de8-b1cc-d80f9fc6a85e · outbound

This paper cites , journal=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures , journal=

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:09.618505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:09.618505Z digest=sha256:82acfe58227ec534fffde32e3e49177edc9a305f058d0fdf43de4857eba6403d

Observation 8db57aaa-6dd1-4522-93ac-e3fe0dd491d7 · outbound

This paper cites an unresolved cited work.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:09.788978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:09.788978Z digest=sha256:b2551d60623173d2ce15dafe39370966c87109192029031ff40813983b1e4762

Observation d63b7077-7ef1-4496-96f3-b422ce0446e0 · outbound

This paper cites Scaling Laws for Neural Language Models.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Scaling Laws for Neural Language Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:09.857053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:09.857053Z digest=sha256:898d2528fd5c34c63790c87d983f8c0dfdbc8d697ef64eb5c13cfccf3697a0e7

Observation d93bbc0c-d24e-473e-8092-9190d9167387 · outbound

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

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Advances in Neural Information Processing Systems , volume=

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:09.922773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:09.922773Z digest=sha256:7bbf88f127b630f8f9388fa5ac82fcc11bd8583897bf05811ca551f1890afdf0

Observation 13a48c9e-b586-44d9-a886-102abd5ecf2a · outbound

This paper cites Psychometrika , volume=.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Psychometrika , volume=

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.015895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.015895Z digest=sha256:0c7a02aa342b4068f044f88ad249be71cdbd1c6737e4c8fe8470f4c3cc776ce4

Observation 9d5bfa10-909c-4c78-baff-2f7a311754eb · outbound

This paper cites Multiwoz - a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Multiwoz - a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.103062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.103062Z digest=sha256:f5df5a56c7017676eb6d11341b865eca69438585192b1a132e1a957c5ddae52d

Observation 8650e116-c765-4a9c-bdf2-a1b5bc534758 · outbound

This paper cites FireAct: Toward Language Agent Fine-tuning.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures FireAct: Toward Language Agent Fine-tuning

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.198084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.198084Z digest=sha256:57d5c9ffca2241e7f5c202425c17cb5cabcb22a292d8e36d417fa8967d2bd5e6

Observation e3b8fc80-d402-48aa-b21f-66dbdff170b7 · outbound

This paper cites Agent-flan: Designing data and methods of effective agent tuning for large language models.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Agent-flan: Designing data and methods of effective agent tuning for large language models

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.254086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.254086Z digest=sha256:0d6549a1a6607776cc9765fc698e23d6d79d57981ea1b4d78c059faa240f8324

Observation 2918af9f-a385-4b62-8d0b-55b8a8665fad · outbound

This paper cites Compiling agentic workflows into LLM weights: Near-frontier quality at two orders of magnitude less cost.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Compiling agentic workflows into LLM weights: Near-frontier quality at two orders of magnitude less cost

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.343076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.343076Z digest=sha256:b3c8397e8237c1600d4a9d549743553d157829eb51bc384d01a461d5d513c558

Observation 25e35793-cdb4-46de-a05b-cf8ea9c959a0 · outbound

This paper cites Qlora: Efficient finetuning of quantized llms.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Qlora: Efficient finetuning of quantized llms

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.432443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.432443Z digest=sha256:51f0a417c6a9ed59de63e8fcf278ee1919e291b501bf8a935897ca4f12ef383b

Observation 8a372980-2266-4782-bd01-c017b43bfebd · outbound

This paper cites The approximation of one matrix by another of lower rank.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures The approximation of one matrix by another of lower rank

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.560595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.560595Z digest=sha256:7dad26edebadd28731bd2f88a672ffbf306771f4c436722c0b8af69c8c6bbcb6

Observation f4103b08-46de-4643-8bd8-0ae0636ebd38 · outbound

This paper cites A simple language model for task-oriented dialogue.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures A simple language model for task-oriented dialogue

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.678545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.678545Z digest=sha256:f25748da91d0963b0901cd01bfb92597fa7a2270dbbaf9bea85bce8cb9342f37

Observation f365ea44-bca2-434d-bf17-ce224512c39b · outbound

This paper cites Procedural knowledge improves agentic llm workflows.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Procedural knowledge improves agentic llm workflows

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.811176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.811176Z digest=sha256:b6a78dc9ab05e3ac59eab1eb953aac3751037b9988d45fa7f0ca0f379a2db8dc

Observation 4dff8ccf-16ee-42e2-8648-499fe132dc48 · outbound

This paper cites Distilling step-by-step! outperforming larger language models with less training data and smaller model sizes.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Distilling step-by-step! outperforming larger language models with less training data and smaller model sizes

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:10.947834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:10.947834Z digest=sha256:8873ee4194a427b284c17889aaa8f7611356af9c7e114bf4b5d1b91f06c4c681

Observation 1ea43c20-b50e-498a-858a-f2288d4d19d1 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures LoRA: Low-Rank Adaptation of Large Language Models

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:11.082015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:11.082015Z digest=sha256:d2de6221f5c694a29cbf84847bbbe1a4ee66e0f75c769c4103fa577e62ea0db2

Observation 351f2523-1147-4afb-ac0b-99b2a426336f · outbound

This paper cites Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:11.281527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:11.281527Z digest=sha256:70940ffc426e026fe34956075be3b084e4d29847174a8556982e4d62ab5ffc12

Observation 082a705c-956e-49b4-b96a-5b0029deebeb · outbound

This paper cites Agent lumos: Unified and modular training for open-source language agents.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Agent lumos: Unified and modular training for open-source language agents

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:11.430366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:11.430366Z digest=sha256:2dc03dcc9c4eb2e985a970ac944d5ca027609814c95a107730f70500447596a5

Observation 1df7cc05-0b1e-4b03-9ec2-f317c9e8ecf3 · outbound

This paper cites Agenttuning: Enabling generalized agent abilities for llms.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Agenttuning: Enabling generalized agent abilities for llms

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:11.528592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:11.528592Z digest=sha256:db4e9d1d1edf966e2d669f83a3e399d95a09b3979b5812bbca66a90bc66f687d

Observation 99b68c6b-977d-4b8d-81e7-430d9f3c3dc0 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

Procedural Knowledge Is Not Low-Rank: Why LoRA Fails to Internalize Multi-Step Procedures Xing, Hao Zhang, Joseph E

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-02T13:17:11.681755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:17:11.681755Z digest=sha256:835cce71ec7de3cfce786469696bae030992f1d468c3443f1bb31dee42d4307b

Pith citing papers

No inbound Pith citation observations are available.