Paper Citation Record · LEDGER

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation

As of 8 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2607.20862.

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

pith.paper-citation-record.v1
2607.20862 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T09:12:23.110176Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df391c9b-cbf7-4036-8717-7f1d27435d4e · outbound

This paper cites https://arxiv.org/abs/2509.21164v1.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation https://arxiv.org/abs/2509.21164v1

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.222607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26babd2f-4efb-4165-8438-73a1337fafba · outbound

This paper cites Jonas Gehring, Kunhao Zheng, Jade Copet, Vegard Mella, Quentin Carbonneaux, Taco Cohen, and Gabriel Synnaeve.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation Jonas Gehring, Kunhao Zheng, Jade Copet, Vegard Mella, Quentin Carbonneaux, Taco Cohen, and Gabriel Synnaeve

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.301722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 873b42e5-cbfb-4569-9dae-a9a5bf5f35a1 · outbound

This paper cites RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.385849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55e5c279-2c64-4e17-ac4c-7ced6addac90 · outbound

This paper cites InPro- ceedings of the 2024 Conference on Empiri- cal Methods in Natural Language Processing, pages 4334–4353, Miami, Florida, USA.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation InPro- ceedings of the 2024 Conference on Empiri- cal Methods in Natural Language Processing, pages 4334–4353, Miami, Florida, USA

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.465440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de9681b8-f232-4c83-9a0c-f538b7a4d6e1 · outbound

This paper cites Skywork-Reward-V2: Scaling Preference Data Curation via Human-AI Synergy.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation Skywork-Reward-V2: Scaling Preference Data Curation via Human-AI Synergy

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.559587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 607f6be3-24da-466f-a1df-51fbdc437eac · outbound

This paper cites Uncertainty-aware Reward Model: Teaching Reward Models to Know What is Unknown.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation Uncertainty-aware Reward Model: Teaching Reward Models to Know What is Unknown

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.636028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2857f7a9-8d5e-4549-ae9b-57342d6791f1 · outbound

This paper cites RewardBench 2: Advancing Reward Model Evaluation.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation RewardBench 2: Advancing Reward Model Evaluation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.726532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1a278c1-b20e-47de-ac97-3c5474b3c4d0 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2024, pages 1043–1067, Miami, Florida, USA.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation InFindings of the Association for Computational Linguistics: EMNLP 2024, pages 1043–1067, Miami, Florida, USA

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.795020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90e65005-93a3-4fd1-af44-4bc6b3a2782b · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.874740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33f67ffc-5efc-4ad0-b8d6-226d4deed4f3 · outbound

This paper cites Depending on the experiment, we use their reward scores, hidden states, or both.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation Depending on the experiment, we use their reward scores, hidden states, or both

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:23.110176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecea5ad7-4b16-48b1-9baa-cd0ccf4f2c87 · outbound

This paper cites Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.182908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 470eaa50-06dd-4076-95be-4e056e958fe4 · outbound

This paper cites https://arxiv.org/abs/2505.13388v3.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation https://arxiv.org/abs/2505.13388v3

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.126497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9200c067-6a2e-4097-8693-acbec9c66f3f · outbound

This paper cites Haoxiang Wang, Wei Xiong, Tengyang Xie, Han Zhao, and Tong Zhang.

CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation Haoxiang Wang, Wei Xiong, Tengyang Xie, Han Zhao, and Tong Zhang

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-01T09:12:22.984878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.