Paper Citation Record · LEDGER

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models

As of 11 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 3 inbound Pith citation observations for arXiv:2501.04945.

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

pith.paper-citation-record.v1
2501.04945 v4

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:23:40.008089Z

measured 56 of 56 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:43:20.438901Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T06:56:01.576717Z

Reference resolution

53 of 53 outbound references displayed

verified exact0
verified fuzzy16
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a2fc0985-44ac-402c-a633-a69e936419d2 · outbound

This paper cites This requires the model to effectively extract and inte- grate relevant information, ensuring that the essential components are included without omitting critical details.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models This requires the model to effectively extract and inte- grate relevant information, ensuring that the essential components are included without omitting critical details

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:42.412175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation da0f3a3a-c169-4cb8-959d-346a4db6a771 · outbound

This paper cites This task emphasizes the importance of maintaining focus and pre- cision within the scope defined by the instruction.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models This task emphasizes the importance of maintaining focus and pre- cision within the scope defined by the instruction

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:42.388376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e4d0229c-a22f-4d47-a61a-bb9ba0391fda · outbound

This paper cites Are Large Language Models Actually Good at Text Style Transfer?.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Are Large Language Models Actually Good at Text Style Transfer?

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T21:23:40.186478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 724930df-ad61-48a4-99eb-0669874d7910 · outbound

This paper cites Suri: Multi-constraint Instruction Following for Long-form Text Generation.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Suri: Multi-constraint Instruction Following for Long-form Text Generation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:38.748192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19bc4a7d-d2e4-44f2-b586-a8e7ed8aad23 · outbound

This paper cites CurricuLLM: Automatic Task Curricula Design for Learning Complex Robot Skills using Large Language Models.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models CurricuLLM: Automatic Task Curricula Design for Learning Complex Robot Skills using Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:38.755697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db9da31-4d15-40e8-9950-66ec383ef341 · outbound

This paper cites Nature, 623(7987):493–498.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Nature, 623(7987):493–498

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:38.766528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bde5455-613b-4f6b-91f0-6f0cf85919d2 · outbound

This paper cites Character-LLM: A Trainable Agent for Role-Playing.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Character-LLM: A Trainable Agent for Role-Playing

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:38.773394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f5f7454-5c49-40c7-892a-f0ccd6e6323b · outbound

This paper cites This task im- poses a higher demand on the model’s ability to generate well-organized and structured outputs, aligning with the re- quired presentation structure.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models This task im- poses a higher demand on the model’s ability to generate well-organized and structured outputs, aligning with the re- quired presentation structure

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:42.363379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 97c956c8-2e2f-444f-9d99-3ff814178dfb · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:42.336909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 499199e7-3e33-427f-a539-42c3aced9176 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:42.311345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation efebcb39-5cad-43d4-9f7e-81c671fb9891 · outbound

This paper cites We provide the prompt template for construct- ing the Situation Soft Constraint in Tab.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models We provide the prompt template for construct- ing the Situation Soft Constraint in Tab

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:42.281171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 66b90bc6-387e-44da-bfcb-2f4aca98441b · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:42.219430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c53062f4-67ce-4f9f-ac76-a281e33fd462 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:42.126620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0956c978-42fe-455e-8700-302b69819d39 · outbound

This paper cites We provide the prompt template for construct- ing the Style Soft Constraint in Tab.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models We provide the prompt template for construct- ing the Style Soft Constraint in Tab

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:42.047792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 438310b9-163e-4759-ae8a-14acfe8f81ae · outbound

This paper cites We apply cosine learning rate sched- uler.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models We apply cosine learning rate sched- uler

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:41.925591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 15c92025-99d6-4a57-b3ab-e9e7d962587b · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.807424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e12cee3d-32ba-42e5-9b1c-a7a96458bbe3 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.770654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1301264f-5974-400f-8b0b-b6a33399625c · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.733872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 658993d1-3a9c-4687-80bc-5be2ba4a0b22 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.620819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6a7d5ead-6752-47a2-a99d-98463d399145 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.563497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 13f34ae3-ab3c-4b68-bb9a-94b0329518eb · outbound

This paper cites Please output in JSON format with the fields ’modified_instruction’ for the modified instruction and ’added_constraint’ for the added constraint.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Please output in JSON format with the fields ’modified_instruction’ for the modified instruction and ’added_constraint’ for the added constraint

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:41.546125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8889a421-530c-43b4-ba82-03d8efea0e13 · outbound

This paper cites /* The Given Instruction / {Given Instruction} / Rewriting Requirement */ Please add one proper content constraint to the #Given Instruction#.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models /* The Given Instruction */ {Given Instruction} /* Rewriting Requirement */ Please add one proper content constraint to the #Given Instruction#

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:41.841834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 12a9e580-272a-44a0-a134-45260e496e29 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.523366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cba3eb75-b168-4cb9-a208-6c282cc0a59a · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.500576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 95ca4c36-b5ea-404d-9195-b2aaabbe5ffc · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.466623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3341ad5b-841d-4e3c-8562-1545250e936a · outbound

This paper cites Please output in JSON format with the fields ’modified_instruction’ for the modified instruction and ’added_constraint’ for the added constraint.

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:41.405494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1104d607-e020-4169-a4d2-1f22c2919695 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.171210Z

Source-reported events for the cited work

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Observation 079d185f-6119-4e33-bc42-b9fec4575442 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.139758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0115f7e5-cde0-455c-838a-d9888158d0f7 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.110461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8f36f713-d7e4-42a8-a018-b797169fdf1c · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.075283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ec371236-130e-4c70-88bd-208c4f5b666a · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.049389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ebceadbf-7aeb-4c9d-8665-796e83cc51ab · outbound

This paper cites Please output in JSON format with the fields ’modified_instruction’ for the modified instruction and ’added_constraint’ for the added constraint.

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:41.019869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4945537-c18f-4d2a-80cd-ed673361d2e0 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.987468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ecda12f2-0769-44b8-80c1-2e7bfdaa223d · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.856451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6717d52c-6c57-46fb-8695-62ea43ab4cad · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.751344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1663d2c9-9e8b-489e-acaf-edf2d29a65dc · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.727628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 657d7a5a-fb6c-4c06-8e6d-2fcdbda83275 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.690036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 442947f4-be25-4012-9d25-14b252f6381c · outbound

This paper cites Please output in JSON format with the fields ’modified_instruction’ for the modified instruction and ’added_constraint’ for the added constraint.

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:40.662805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4715c349-f6b0-4add-b85c-4fc694b20ae0 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.899977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 734bd0b4-b4d1-43ed-869b-69ee63b72cf6 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:41.873499Z

Source-reported events for the cited work

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Observation a4596b33-705f-44e9-9b2e-6e1ba00172ed · outbound

This paper cites /* The Given Instruction / {Given Instruction} / Rewriting Requirement */ Please add one proper situation constraint to the #Given Instruction#.

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:41.261175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4b23e0e3-8bdc-4b39-b981-7b1dbf023dfe · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.595201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b9cb3d5a-6dd5-4b67-92c1-3e4b83118cb1 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.536011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 33862e22-a730-4601-90e5-8c13db63bee9 · outbound

This paper cites Please output in JSON format with the fields ’modified_instruction’ for the modified instruction and ’added_constraint’ for the added constraint.

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:40.508168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 000dc9aa-e3cd-4f1b-ab7c-e539ec836194 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.481957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c030044f-bb37-4c0a-9cb2-3bd20a77b3b3 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.449504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b6fa8869-ba54-4418-8fbe-50229d3b4adf · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:40.361043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bab241ec-2fb7-4120-8d6f-2a4c6c422135 · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:39.988514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96471f46-a51d-43c3-9e28-0e1dfeca23ea · outbound

This paper cites an unresolved cited work.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:39.995359Z

Source-reported events for the cited work

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Observation 67584b55-8e4d-4ea2-87da-f5aa465fb172 · outbound

This paper cites [[A]]" if Output (a) is better,.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models [[A]]" if Output (a) is better,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:40.242793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4ff5ae4d-cbc7-4bad-afa0-bf6df53c6b37 · outbound

This paper cites The lora target is set to all, with all models training for 3 epochs.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models The lora target is set to all, with all models training for 3 epochs

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:41.957794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a3e87b21-9e00-4855-8e91-5c586dbf100d · outbound

This paper cites See https://vicuna.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models See https://vicuna

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:42.452604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1dd6a1ca-1881-4c28-92a8-f837990e8b6b · outbound

This paper cites Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models.

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:38.577365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d2fc7d11-02c4-436a-bc86-98fda2163a79 · inbound

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following cites this paper.

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T04:43:20.438901Z

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Observation a037e7a0-6edb-40ab-9a61-51cae0ebd1bf · inbound

Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following cites this paper.

Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T05:14:36.026653Z

Source-reported events for the cited work

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Observation ac4595e7-50f7-4bf2-bda2-3db71dd9398c · inbound

Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following cites this paper.

Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:56:01.579347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.