Paper Citation Record · LEDGER

Evaluating Robustness of Reward Models for Mathematical Reasoning

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.01729.

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

pith.paper-citation-record.v1
2410.01729 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:02:21.710305Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T19:32:01.243236Z

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 527e699f-e68b-4a74-bf15-f56c990431a8 · inbound

Reinforcement Learning from Human Feedback cites this paper.

Reinforcement Learning from Human Feedback Evaluating Robustness of Reward Models for Mathematical Reasoning

Reference 95

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:32:01.245733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dfcd7e52-6435-4ceb-b019-e2edd2d07cb4 · inbound

RewardBench 2: Advancing Reward Model Evaluation cites this paper.

RewardBench 2: Advancing Reward Model Evaluation Evaluating Robustness of Reward Models for Mathematical Reasoning

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:22:16.775009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f0871de8-dcc8-40d7-b89e-cd471039a507 · inbound

Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge? cites this paper.

Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge? Evaluating Robustness of Reward Models for Mathematical Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:21.710305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e5fcea-855f-4fac-a5a7-a27e2495786e · 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 Evaluating Robustness of Reward Models for Mathematical Reasoning

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T03:04:43.816244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.