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Paper Citation Record · LEDGER

Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2408.15313.

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

pith.paper-citation-record.v1
2408.15313 v2

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 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:37:17.038006Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:21:58.879423Z

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 7d4fb587-da85-4b7b-ac9f-b386a5e3ed18 · inbound

Early External Safety Testing of OpenAI's o3-mini: Insights from the Pre-Deployment Evaluation cites this paper.

Early External Safety Testing of OpenAI's o3-mini: Insights from the Pre-Deployment Evaluation Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T04:37:17.038006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:37:17.038006Z digest=sha256:bf75c3ea7aac6d1e98066c5f0e005bfccb4b2615087b63b770f3ba9eb0d5b505

Observation f8037334-eadc-4a1f-8d46-ec3f0acf2601 · inbound

Reinforcement Learning from Human Feedback with High-Confidence Safety Constraints cites this paper.

Reinforcement Learning from Human Feedback with High-Confidence Safety Constraints Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:21:58.886951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-07T05:21:58.799911Z digest=sha256:580bf44096fbfc9efdfa1e9d2126e7b1c7c0375c2974b7dbdfad129f7756a191

Observation 9b5adc77-6d28-43f2-9e6d-1e8fccb9b27a · inbound

Safe Inference-Time Alignment via Lagrangian Reward Augmentation cites this paper.

Safe Inference-Time Alignment via Lagrangian Reward Augmentation Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models

Reference 108

Resolution
unresolved
no resolver link, observed 2026-07-12T07:05:47.150308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-12T07:05:47.150308Z digest=sha256:c9554f933f685590964fd5ea2e24233ad90ef55010de336724f622ae6d5552ba

Observation 54debcdb-9c32-4bc0-b0c1-269c2620e896 · inbound

Every Sample Counts: Supervised Fine-Tuning of Language Models with Pointwise Constraints cites this paper.

Every Sample Counts: Supervised Fine-Tuning of Language Models with Pointwise Constraints Bi-Factorial Preference Optimization: Balancing Safety-Helpfulness in Language Models

Reference 84

Resolution
unresolved
no resolver link, observed 2026-07-13T05:26:06.829382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T05:26:06.829382Z digest=sha256:7a18f6d921dc64798f9c9c6540679a5f1a7e8046c67a89b27bdd211366275bf0