Paper Citation Record · LEDGER

BPO: Revisiting Preference Modeling in Direct Preference Optimization

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2506.03557.

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

pith.paper-citation-record.v1
2506.03557 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:07:35.625982Z

measured 29 of 29 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

29 of 29 outbound references displayed

verified exact0
verified fuzzy13
unresolved14
parse uncertain1
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5950ee1-ad35-435a-b45e-7accb3e99048 · outbound

This paper cites A general theoretical paradigm to understand learning from human preferences.

BPO: Revisiting Preference Modeling in Direct Preference Optimization A general theoretical paradigm to understand learning from human preferences

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.485605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3974c4a-bf03-4ccf-9eb7-ad3e028f6862 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.490833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e15453b3-d4dd-4897-8f13-766193e0a113 · outbound

This paper cites Bradley and Milton E.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Bradley and Milton E

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.133739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8e2dfe17-bf77-4f5d-84bf-98628c0f0223 · outbound

This paper cites Christiano, Jan Leike, Tom B.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Christiano, Jan Leike, Tom B

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.117449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 206d22a5-23d9-499f-845a-c3e075efd8a1 · outbound

This paper cites The Llama 3 Herd of Models.

BPO: Revisiting Preference Modeling in Direct Preference Optimization The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.511097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d895142-cc54-4c2f-9968-50909c9aae6e · outbound

This paper cites Model alignment as prospect theoretic optimization.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Model alignment as prospect theoretic optimization

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.101078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e5742135-7f18-4600-b5fa-a099ec757e78 · outbound

This paper cites Olympiadbench: A challenging benchmark for promoting AGI with olympiad-level bilingual multimodal scientific problems.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Olympiadbench: A challenging benchmark for promoting AGI with olympiad-level bilingual multimodal scientific problems

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.084841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9d2fa7ae-b1fa-4363-862e-47de82b4b06a · outbound

This paper cites Measuring mathematical problem solving with the MATH dataset.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Measuring mathematical problem solving with the MATH dataset

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.526189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c5d7277-ac09-46ff-ba0b-e9ce2e6f52af · outbound

This paper cites Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.531217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b54130d-a35a-43f2-8238-0200e750e39f · outbound

This paper cites GPT-4o System Card.

BPO: Revisiting Preference Modeling in Direct Preference Optimization GPT-4o System Card

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.536884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42713f56-de29-4ef6-88d9-65a1bbef4e6b · outbound

This paper cites Smith, Yejin Choi, and Hanna Hajishirzi.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Smith, Yejin Choi, and Hanna Hajishirzi

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.057918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f48ca749-2555-4439-8d9b-b906c9031993 · outbound

This paper cites Ramasesh, Ambrose Slone, Cem Anil, Imanol Schlag, Theo Gutman-Solo, Yuhuai Wu, Behnam Neyshabur, Guy Gur-Ari, and Vedant Misra.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Ramasesh, Ambrose Slone, Cem Anil, Imanol Schlag, Theo Gutman-Solo, Yuhuai Wu, Behnam Neyshabur, Guy Gur-Ari, and Vedant Misra

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.040876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 473d34a4-8559-4511-b02f-13f0fb36e1f7 · outbound

This paper cites Mitigating the alignment tax of RLHF.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Mitigating the alignment tax of RLHF

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.017881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d9fca5fb-4421-44c9-b46f-ce16871d4c3e · outbound

This paper cites Liu, and Jialu Liu.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Liu, and Jialu Liu

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:36.001899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cd2b8c06-7a06-490c-919e-87236fc078f3 · outbound

This paper cites Online Merging Optimizers for Boosting Rewards and Mitigating Tax in Alignment.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Online Merging Optimizers for Boosting Rewards and Mitigating Tax in Alignment

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.563139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 076167b2-c41a-4115-a719-d5d8db6f08a1 · outbound

This paper cites Mankowitz, Doina Precup, and Bilal Piot.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Mankowitz, Doina Precup, and Bilal Piot

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:35.970965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3600ca7a-a6cc-4e69-9115-59b0436bb9d7 · outbound

This paper cites Training language models to follow instructions with human feedback.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Training language models to follow instructions with human feedback

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:35.956335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e2924f18-9bb9-4ea1-a250-7dba680a2c2a · outbound

This paper cites Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.576714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f05344bb-5d1b-4041-ad1d-4162e15c0862 · outbound

This paper cites Manning, Stefano Ermon, and Chelsea Finn.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Manning, Stefano Ermon, and Chelsea Finn

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.581612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 631117fe-0c0c-415f-9f38-53bf08418ae9 · outbound

This paper cites Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.586376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e60a435-eee6-4934-9705-3076e36ab609 · outbound

This paper cites Ziegler, Ryan Lowe, Chelsea V oss, Alec Radford, Dario Amodei, and Paul F.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Ziegler, Ryan Lowe, Chelsea V oss, Alec Radford, Dario Amodei, and Paul F

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.591108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0838878-0a6b-45c3-a985-f6dd2b9d34f1 · outbound

This paper cites Generalized preference optimization: A unified approach to offline alignment.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Generalized preference optimization: A unified approach to offline alignment

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.595929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb73d625-993f-4164-9794-65d8dca20cb4 · outbound

This paper cites an unresolved cited work.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.600673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df8e9244-c3c7-46ba-a09c-fdefdbd65d6f · outbound

This paper cites Contrastive preference optimization: Pushing the bound- aries of LLM performance in machine translation.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Contrastive preference optimization: Pushing the bound- aries of LLM performance in machine translation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:35.889562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30d500de-f698-43bd-a336-8e2b867414d7 · outbound

This paper cites Is DPO superior to PPO for LLM alignment? A comprehensive study.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Is DPO superior to PPO for LLM alignment? A comprehensive study

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:35.873245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ee9aeee2-2e93-44d4-981d-6d58fae6594e · outbound

This paper cites Qwen2.5 Technical Report.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Qwen2.5 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:35.615063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e928c41e-609e-4942-909e-de9dc75b6c28 · outbound

This paper cites SLiC-HF: Sequence Likelihood Calibration with Human Feedback.

BPO: Revisiting Preference Modeling in Direct Preference Optimization SLiC-HF: Sequence Likelihood Calibration with Human Feedback

Reference 28

Resolution: malformed identifier; no resolver link, observed 2026-08-07T11:07:35.619682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa043a6-3a0b-4006-8b71-1094c7bd69dd · outbound

This paper cites Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:07:35.855307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d9bb6598-2471-4399-a008-d5c62c8262ff · outbound

This paper cites an unresolved cited work.

BPO: Revisiting Preference Modeling in Direct Preference Optimization Unresolved cited work

Reference 2024

Resolution: parse uncertain; raw_fallback, observed 2026-08-07T11:07:35.986800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.