Pith. sign in

Paper Citation Record · LEDGER

RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2305.08844.

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

pith.paper-citation-record.v1
2305.08844 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:02:27.304144Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T20:57:23.916786Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 1c01ad14-062f-45ea-84c3-d22bc840301e · inbound

Training Language Models to Self-Correct via Reinforcement Learning cites this paper.

Training Language Models to Self-Correct via Reinforcement Learning RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-17T12:04:10.429842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-05-17T12:04:10.210508Z digest=sha256:d7243ebc19eb867a4279e27e47eb673c71e9c8cdfeecbf31ba47cde9228619f6

Observation 2ffd8493-2a16-4758-99c7-854ef7f7e73c · inbound

AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement cites this paper.

AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T20:02:27.304144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T20:02:27.304144Z digest=sha256:9dfe1dee41c62046038dd3c18491ad05e9768b51e3379a5e650e469123043a6e

Observation fb22d84d-125e-49fe-a389-7002506c671a · inbound

Refining Answer Distributions for Improved Large Language Model Reasoning cites this paper.

Refining Answer Distributions for Improved Large Language Model Reasoning RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-11T13:20:59.543487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:20:59.543487Z digest=sha256:babde265e2b0c631bbc399abd84112edcd72e46756cbf7155f25109559f20317

Observation c1d2656c-05a8-4140-983c-75f78cff1f32 · inbound

Understanding the Dark Side of LLMs' Intrinsic Self-Correction cites this paper.

Understanding the Dark Side of LLMs' Intrinsic Self-Correction RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T11:50:54.957083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T11:50:54.957083Z digest=sha256:efc50444726e64e61c2a09fbabb018805c9c7f2db5b543f684553aaaba8f5832

Observation 502c660b-9abc-472c-9b00-c8827d543e98 · inbound

Error-driven Data-efficient Large Multimodal Model Tuning cites this paper.

Error-driven Data-efficient Large Multimodal Model Tuning RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T11:18:29.690792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T11:18:29.690792Z digest=sha256:5ca64928f2d748c100cd24652bca5bd6adaf55841c92df50815b527f4e0b9a7a

Observation 716b68ea-4806-4bab-b082-434262358aff · inbound

Towards Intrinsic Self-Correction Enhancement in Monte Carlo Tree Search Boosted Reasoning via Iterative Preference Learning cites this paper.

Towards Intrinsic Self-Correction Enhancement in Monte Carlo Tree Search Boosted Reasoning via Iterative Preference Learning RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T05:32:05.021572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:32:05.021572Z digest=sha256:3844238484109663dce2cd38ded1ac3f66033b7c3a6b7a77f89714a772a9e6c6

Observation aca12052-b038-4c5e-ac9e-45d7fa2bc64b · inbound

When Data Manipulation Meets Attack Goals: An In-depth Survey of Attacks for VLMs cites this paper.

When Data Manipulation Meets Attack Goals: An In-depth Survey of Attacks for VLMs RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-08T15:38:17.323020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:38:17.323020Z digest=sha256:48e4efc114a426f9b0d66f2a71572b65f45bf532321c00b3575409f1e30d5b41

Observation d5a81be3-6384-4657-9ab5-a0f67f876325 · inbound

Boosting LLM Reasoning via Spontaneous Self-Correction cites this paper.

Boosting LLM Reasoning via Spontaneous Self-Correction RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T05:51:30.651067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:51:30.651067Z digest=sha256:a9112d554acfc6cf87e5f377eb9793ec30eccd879a1cf45de865f0db86731cb3

Observation dce8310b-6091-4582-b261-78014fd6a7fb · inbound

Formalizing Learning from Language Feedback with Provable Guarantees cites this paper.

Formalizing Learning from Language Feedback with Provable Guarantees RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T04:39:16.405987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:16.405987Z digest=sha256:11f52bd016e77c2a67a2edccdbe28372a766d723c0bdff1cff1ff0d3826af995

Observation d058e917-99fb-4147-a0fb-f5940a049c4d · inbound

SGIC: A Self-Guided Iterative Calibration Framework for RAG cites this paper.

SGIC: A Self-Guided Iterative Calibration Framework for RAG RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T23:52:41.468043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:52:41.468043Z digest=sha256:0bee3188ef63d8c55b3f47135fc0baeea807a0ce0d4b9ba274c4fbed81157eb9

Observation 58597724-9d59-4848-82a8-41f668bbafe8 · inbound

I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking cites this paper.

I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T05:11:12.980594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:11:12.980594Z digest=sha256:031ec92a26633a22df7170391f7452e6ab741afe37da2b8fba225ca291ee571d

Observation d0eeae88-b57d-4f47-a746-03c3ec01fc2d · inbound

Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding cites this paper.

Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T14:16:06.088229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-05-09T23:05:05.251150Z digest=sha256:4a0c513e44bac6445e3873f3f128169ff07b8754a4ede4abc2dab263967dabeb

Observation 6a39c6f5-0200-496d-8ec4-931d615ea600 · inbound

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination cites this paper.

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Reference 99

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T20:57:23.918236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-06-27T19:58:32.016341Z digest=sha256:cd0e0d257380330a8ab260b66df74eb07ad95ee7e48be5839d8ef3078a1089c2