Paper Citation Record · LEDGER

Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2410.05584.

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

pith.paper-citation-record.v1
2410.05584 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:28:49.088570Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T11:22:16.788947Z

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 3c2d0fe4-a3a0-464c-b199-3c74ec81ccc3 · inbound

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering cites this paper.

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 128

Resolution: unresolved; no resolver link, observed 2026-08-12T18:28:49.088570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3519de4c-7ca1-414e-ac9d-2d7c05da63b8 · inbound

RewardBench 2: Advancing Reward Model Evaluation cites this paper.

RewardBench 2: Advancing Reward Model Evaluation Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:22:16.792249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation efae6b3f-4095-4f72-8914-968501479d83 · inbound

RewardDance: Reward Scaling in Visual Generation cites this paper.

RewardDance: Reward Scaling in Visual Generation Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.786327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08d8ffbd-f023-4c18-8a5a-6243cf20573f · inbound

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation cites this paper.

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 107

Resolution: unresolved; no resolver link, observed 2026-08-03T03:04:44.607111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fef6362e-51a0-4df2-8b96-23e8a0355a08 · inbound

Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization cites this paper.

Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:46:17.436739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 308b415d-61f6-4a67-8d68-1c8dc5a39c30 · inbound

Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization cites this paper.

Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T16:39:51.106917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c21f6b5-d21d-419e-ba6d-e48e272e584b · inbound

PARM: Pipeline-Adapted Reward Model cites this paper.

PARM: Pipeline-Adapted Reward Model Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:28:39.540428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bd6b20e9-d1de-4e2c-b62c-dfcfd24b5c01 · inbound

Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards cites this paper.

Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:43:27.592520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.