Paper Citation Record · LEDGER

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment

As of 7 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 2 inbound Pith citation observations for arXiv:2506.12446.

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

pith.paper-citation-record.v1
2506.12446 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:57:56.794234Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:15:37.083838Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:17:30.651801Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy1
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4912a7b3-e65e-41ef-8303-80c8726670f7 · outbound

This paper cites GPT-4 Technical Report.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.681605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36b19547-6eef-4627-ae27-4dcc131ed85a · outbound

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

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.685536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a301271-6912-400a-b58d-7c8d8420db2b · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.689287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64b8a358-7d5d-46f4-b1bd-763f83fc57b1 · outbound

This paper cites Transfer Q Star: Principled Decoding for LLM Alignment.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Transfer Q Star: Principled Decoding for LLM Alignment

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.692630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd759edf-e7f4-41a2-b8c4-a9a8ed339231 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Training Verifiers to Solve Math Word Problems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.695734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be50a20e-9127-4da4-90a6-8a96f6782934 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.228881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5ba7954f-67b5-4ade-a03c-f8e5177afea9 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.218508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f4b0db48-f16d-4119-9208-e0a95dcea152 · outbound

This paper cites The Llama 3 Herd of Models.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment The Llama 3 Herd of Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.704410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c3de4f8-d9f8-4c1e-8feb-4f2346d6cdee · outbound

This paper cites KTO: Model Alignment as Prospect Theoretic Optimization.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment KTO: Model Alignment as Prospect Theoretic Optimization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.707328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f374665c-7c97-4133-b1d5-1da0c4d3329d · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.207916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 750e2506-feb8-4427-b82d-5e28a9a52517 · outbound

This paper cites Value Augmented Sampling for Language Model Alignment and Personalization.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Value Augmented Sampling for Language Model Alignment and Personalization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.712904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff29bdb1-8785-49a8-a405-a1467e673158 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.716070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30413e44-3eea-4f9f-99c3-37fa6e7a001b · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.198063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d75fb37-7379-41ef-9b21-9d795adc87fe · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.188134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e2c5cddc-97b0-4acb-9b40-bb6750515811 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.178228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d2fea9c8-b210-42d0-8d78-732189a2b6d3 · outbound

This paper cites DeepSeek-V3 Technical Report.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment DeepSeek-V3 Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.727160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63beea3b-8356-4f0c-96e8-868abdd8ef81 · outbound

This paper cites Chain of Hindsight Aligns Language Models with Feedback.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Chain of Hindsight Aligns Language Models with Feedback

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.730028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90b1afa9-5f82-4ca0-a092-fe93568fe61a · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.168071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b034acf2-58e1-40be-b0af-8d389838d0e4 · outbound

This paper cites Controlled Decoding from Language Models.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Controlled Decoding from Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.735807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1367ce34-8eba-4b7f-a077-1e9959661349 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment WebGPT: Browser-assisted question-answering with human feedback

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.738980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd673f1c-19fe-4958-a75d-b6523f875956 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.742029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 922294fd-5611-495f-9001-32f2266d9f50 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.744661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 143a9fd4-240f-44aa-bc2f-f615c4e8db85 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.747399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3199fd39-8f9e-45ef-ae6a-b68988faee9d · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.750234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7787224-2806-4057-ac3b-82b765031810 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.131045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78ed9d1c-1e6c-47a6-8d80-cb1291d8bbef · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment LLaMA: Open and Efficient Foundation Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.755879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62b97dd5-3282-43c5-8392-2a43316d5d4c · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.119669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b835bba0-5dc3-49a4-a69b-fdd4e7ec0ca3 · outbound

This paper cites Aligning Large Language Models with Human: A Survey.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Aligning Large Language Models with Human: A Survey

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.761990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e89d054-047c-48db-be8a-bd8991fc20d9 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.109086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ac75c50f-f1d4-4a42-9063-586384f48b1e · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.097961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation affda21e-2a61-4a2e-a931-ae8f8241e175 · outbound

This paper cites GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-time Alignment.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-time Alignment

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.770058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aca8fcc6-d181-4273-9fc6-653d0d315f8c · outbound

This paper cites Inference-time alignment in continuous space.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Inference-time alignment in continuous space

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:57:57.087942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 71993794-c053-464e-aee0-5b8a05fd2004 · outbound

This paper cites Secrets of RLHF in Large Language Models Part I: PPO.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Secrets of RLHF in Large Language Models Part I: PPO

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.775426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4a77da-8cf0-4db5-ad51-48d485e998c6 · outbound

This paper cites Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.778437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f423252d-98fe-4eb1-b8ba-ddcb0c443197 · outbound

This paper cites an unresolved cited work.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:57:57.075895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5cdc6326-be2b-460e-bb3f-bacb141ca3a5 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Fine-Tuning Language Models from Human Preferences

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.785108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3988930-adf1-455e-8a44-bdacb97b37f9 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.788097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89243b78-9e17-42f3-8ef2-3cb6b72e0e5b · outbound

This paper cites online" 'onlinestring :=.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment online" 'onlinestring :=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.790928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abab279f-b4a8-4765-8e2c-21f35eb5758f · outbound

This paper cites write newline.

From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:56.794234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3b792169-b2d2-4d3e-9265-9f0db8bf8c72 · inbound

Gradient-Guided Reward Optimization for Inference-time Alignment cites this paper.

Gradient-Guided Reward Optimization for Inference-time Alignment From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:17:30.653219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 033c006d-117b-49b8-afbe-e84dce3a2697 · inbound

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation cites this paper.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:37.083838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.