Paper Citation Record · LEDGER

Rubric-Guided Process Reward for Stepwise Model Routing

As of 6 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2605.29310.

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

pith.paper-citation-record.v1
2605.29310 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T07:58:44.937341Z

measured 16 of 16 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-02T22:40:57.908347Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T22:47:25.408111Z

Reference resolution

15 of 15 outbound references displayed

verified exact1
verified fuzzy0
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f070da3a-cf3e-4fc3-9553-932de60dc8c1 · outbound

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

Rubric-Guided Process Reward for Stepwise Model Routing DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T08:03:14.343877Z

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 882897cb-6258-4c94-a3b5-2a55e2f980cb · outbound

This paper cites Let's Verify Step by Step.

Rubric-Guided Process Reward for Stepwise Model Routing Let's Verify Step by Step

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T08:03:14.348978Z

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 9d313ead-c268-4638-af9f-b4b3cef11ce3 · outbound

This paper cites Outcome accuracy is not enough: Aligning the reasoning process of reward models.

Rubric-Guided Process Reward for Stepwise Model Routing Outcome accuracy is not enough: Aligning the reasoning process of reward models

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:03:14.341401Z

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 56fd9676-dacc-4bfe-a8e7-400b6228a7c6 · outbound

This paper cites Qwen3 Technical Report.

Rubric-Guided Process Reward for Stepwise Model Routing Qwen3 Technical Report

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T08:03:14.346488Z

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 b1a86b97-d4f0-41bc-994e-a705b5879ed9 · outbound

This paper cites The routing policy is a 2-layer MLP with 128 hidden units, following TRIM (Kapoor et al., 2026).

Rubric-Guided Process Reward for Stepwise Model Routing The routing policy is a 2-layer MLP with 128 hidden units, following TRIM (Kapoor et al., 2026)

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24cd7783-b099-4b9c-a8e6-147491b14f08 · outbound

This paper cites We use the subset with difficulty levels 1–10 for our evaluation.

Rubric-Guided Process Reward for Stepwise Model Routing We use the subset with difficulty levels 1–10 for our evaluation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 926c6b3c-28a6-4ce0-9419-7a0ed65a78ce · outbound

This paper cites an unresolved cited work.

Rubric-Guided Process Reward for Stepwise Model Routing Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bf445f9-ea47-494e-99ce-3e0436223d01 · outbound

This paper cites an unresolved cited work.

Rubric-Guided Process Reward for Stepwise Model Routing Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 359f2bea-8478-4017-bc47-2d7b7e754098 · outbound

This paper cites an unresolved cited work.

Rubric-Guided Process Reward for Stepwise Model Routing Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51499194-2d6f-4547-8e21-e7c9ab287e47 · outbound

This paper cites an unresolved cited work.

Rubric-Guided Process Reward for Stepwise Model Routing Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9710d2d-aaa4-4965-90a8-e1b5c7e1980d · outbound

This paper cites always use LRM in later steps.

Rubric-Guided Process Reward for Stepwise Model Routing always use LRM in later steps

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe77bbe2-4e85-4a04-b18a-f5c880178182 · outbound

This paper cites an unresolved cited work.

Rubric-Guided Process Reward for Stepwise Model Routing Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 743fefca-bfbe-4ffe-a31b-98c67c2a2c83 · outbound

This paper cites satisfied.

Rubric-Guided Process Reward for Stepwise Model Routing satisfied

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d146bd56-c1f5-406e-81c6-bb114cada187 · outbound

This paper cites satisfied.

Rubric-Guided Process Reward for Stepwise Model Routing satisfied

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d1a099-3a0c-4659-8b4d-d0c447917c41 · outbound

This paper cites criterion_judgments.

Rubric-Guided Process Reward for Stepwise Model Routing criterion_judgments

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T07:58:44.937341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bb6a2b1d-388f-415b-9974-c76417928916 · inbound

From Holistic Evaluation to Structured Criteria: Rubrics Across the Evolving LLM Landscape cites this paper.

From Holistic Evaluation to Structured Criteria: Rubrics Across the Evolving LLM Landscape Rubric-Guided Process Reward for Stepwise Model Routing

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-02T22:47:25.409256Z

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.