Paper Citation Record · LEDGER

RL Fine-Tuning Heals OOD Forgetting in SFT

As of 6 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 12 inbound Pith citation observations for arXiv:2509.12235.

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

pith.paper-citation-record.v1
2509.12235 v3

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:07:37.797526Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T13:49:51.545648Z

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy2
unresolved9
parse uncertain3
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0d1080cd-4451-406f-a793-c789e21c4998 · outbound

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

RL Fine-Tuning Heals OOD Forgetting in SFT DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-05-18T17:36:41.114702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 95a0cb2e-3212-447b-852e-66ded7d67db7 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

RL Fine-Tuning Heals OOD Forgetting in SFT Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-05-18T17:36:41.273801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8f71ed87-d17e-4998-aebf-992a900df797 · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.073653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c54e7519-8632-48d5-9d6e-e7125a5c9ac1 · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 5

Resolution: parse uncertain; raw_fallback, observed 2026-05-18T17:36:42.050370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d9b8a944-262d-4044-ab56-189e201ecdfc · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 9

Resolution: parse uncertain; raw_fallback, observed 2026-05-18T17:36:42.043850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3ce11d94-10a4-4a2a-9ee6-e2975b1c97a2 · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.069810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 260ef1a3-fd9e-4f18-bf46-bf1f4f2f438a · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 11

Resolution: parse uncertain; raw_fallback, observed 2026-05-18T17:36:42.030227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cfabdec9-2eb0-442f-983b-61753d51d01d · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.066176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 719ba469-ed6f-4037-b5ac-30254310d5cb · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.037458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation aaa22ee2-cda3-4f0d-a007-76fbdd645cbe · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.026429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation da448cc5-f5ba-40f1-9d9f-5e4203790488 · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.047373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f50567a2-fcaf-4d3b-892e-99c31882677a · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.033770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d9269650-a707-4067-955f-7579630c4fce · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.057683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e45d21c7-e93e-424c-a597-89d2ae4e719f · outbound

This paper cites current observation.

RL Fine-Tuning Heals OOD Forgetting in SFT current observation

Reference 20

Resolution: malformed identifier; raw_fallback, observed 2026-05-18T17:36:42.061659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8badd96c-f8a3-4bd5-abf4-fba9a317b9f7 · outbound

This paper cites an unresolved cited work.

RL Fine-Tuning Heals OOD Forgetting in SFT Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-18T17:36:42.053972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 46407b6f-a2b7-4866-af5a-8b3969b1af76 · outbound

This paper cites final answer.

RL Fine-Tuning Heals OOD Forgetting in SFT final answer

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T17:36:42.040445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ee959e34-c195-4d90-8358-93227465dc22 · outbound

This paper cites forgetting.

RL Fine-Tuning Heals OOD Forgetting in SFT forgetting

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T17:36:42.023133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation 56d4fe6a-9c47-4c4f-bc13-6dabae30e020 · inbound

Emergent Slow Thinking in LLMs as Inverse Tree Freezing cites this paper.

Emergent Slow Thinking in LLMs as Inverse Tree Freezing RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-18T12:46:24.265607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d05ed5cf-60bb-4156-a4dd-df0c6fa88802 · inbound

ControBench: An Interaction-Aware Benchmark for Controversial Discourse Analysis on Social Networks cites this paper.

ControBench: An Interaction-Aware Benchmark for Controversial Discourse Analysis on Social Networks RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 55

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T01:43:45.861285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 36fca313-6e0e-45da-ac63-0397f395fd64 · inbound

Reinforcement Learning for Compositional Generalization with Outcome-Level Optimization cites this paper.

Reinforcement Learning for Compositional Generalization with Outcome-Level Optimization RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T01:43:45.861285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ea844235-6680-4ebb-b344-4fe88d611e2a · inbound

Rotation-Preserving Supervised Fine-Tuning cites this paper.

Rotation-Preserving Supervised Fine-Tuning RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-13T06:27:24.468947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1c63d021-d183-4d46-8051-e3b89a2df27d · inbound

When RL Fails after SFT: Rejuvenating Model Plasticity for Robust SFT-to-RL Handoff cites this paper.

When RL Fails after SFT: Rejuvenating Model Plasticity for Robust SFT-to-RL Handoff RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 13

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T22:27:26.403451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a88371cc-b6f9-46f1-8168-d0032d8db8a4 · inbound

GUI-AC: Enhancing Continual Learning in GUI Agents cites this paper.

GUI-AC: Enhancing Continual Learning in GUI Agents RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-07-03T04:27:36.589682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 73dbdb01-c525-4cb9-826f-838faea28dd6 · inbound

GUI-AC: Enhancing Continual Learning in GUI Agents cites this paper.

GUI-AC: Enhancing Continual Learning in GUI Agents RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-12T14:27:05.589465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f80b7a10-4b49-441b-8cec-6dd907bc140c · inbound

Where Do CoT Training Gains Land in LLM based Agents? cites this paper.

Where Do CoT Training Gains Land in LLM based Agents? RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-04T13:49:51.547023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0634137e-4c01-415d-9171-3c3fc377ac4e · inbound

RL Forgets! Towards Continual Policy Optimization cites this paper.

RL Forgets! Towards Continual Policy Optimization RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T19:46:20.975419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 182f83ac-bbaa-43b4-ad9a-86c7250be04d · inbound

RL Forgets! Towards Continual Policy Optimization cites this paper.

RL Forgets! Towards Continual Policy Optimization RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-14T16:22:51.163432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e956eb2-2da9-4612-9e43-fbb20a34db1a · inbound

Stop Thinking, Start Looking: Efficient Post-Training for Multimodal Document Question Answering via Reasoning-Free Alignment cites this paper.

Stop Thinking, Start Looking: Efficient Post-Training for Multimodal Document Question Answering via Reasoning-Free Alignment RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T01:25:27.583062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0990893d-a54a-4903-a9a4-d21ba6b92267 · inbound

Rewriting or Reweighting? A Geometric Account in Language Models cites this paper.

Rewriting or Reweighting? A Geometric Account in Language Models RL Fine-Tuning Heals OOD Forgetting in SFT

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-04T20:07:37.797526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.