Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T09:12:23.110176Z
Paper Citation Record · LEDGER
CSPF: A Constrained Shared-Private Fusion Method for Non-Verifiable Preference Evaluation
As of 23 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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.