Paper Citation Record · LEDGER

Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2401.07382.

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

pith.paper-citation-record.v1
2401.07382 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:52:06.977243Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T07:59:40.632115Z

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 1d73d465-0116-45ba-aa5a-cd8cbb31fb58 · inbound

A Survey on Progress in LLM Alignment from the Perspective of Reward Design cites this paper.

A Survey on Progress in LLM Alignment from the Perspective of Reward Design Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation

Reference 110

Resolution: unresolved; no resolver link, observed 2026-08-16T00:52:06.977243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86e6e972-8ff4-4c20-a920-2dfcddb4ecf9 · inbound

Response-Level Rewards Are All You Need for Online Reinforcement Learning in LLMs: A Mathematical Perspective cites this paper.

Response-Level Rewards Are All You Need for Online Reinforcement Learning in LLMs: A Mathematical Perspective Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:31.310922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87e60346-ea8c-4422-adb5-0719f40cb860 · inbound

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing cites this paper.

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation

Reference 112

Resolution: unresolved; no resolver link, observed 2026-08-04T20:49:37.983231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc23488e-941b-4c23-9824-ab59e22e6598 · inbound

PriorZero: Bridging Language Priors and World Models for Decision Making cites this paper.

PriorZero: Bridging Language Priors and World Models for Decision Making Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-13T05:27:18.584745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 587d77df-c698-4e95-a59f-757f48c557df · inbound

CATPO: Critique-Augmented Tree Policy Optimization cites this paper.

CATPO: Critique-Augmented Tree Policy Optimization Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:47:28.027581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f14bf9c0-9bed-41ae-993f-4cfdbd733b43 · inbound

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning cites this paper.

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:59:40.633678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.