Paper Citation Record · LEDGER

Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2412.06000.

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

pith.paper-citation-record.v1
2412.06000 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:18:52.823260Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T11:46:56.157502Z

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 e7752a31-7b37-47df-8ea6-88941a5f8877 · inbound

From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.

From System 1 to System 2: A Survey of Reasoning Large Language Models Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 299

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:36:24.528880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5edfe7af-59b4-4fac-a5d5-af2457690eb9 · inbound

A Survey of Scaling in Large Language Model Reasoning cites this paper.

A Survey of Scaling in Large Language Model Reasoning Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.100904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dc7ce98c-5562-40c5-9f55-55aaeec638a8 · inbound

VARD: Efficient and Dense Fine-Tuning for Diffusion Models with Value-based RL cites this paper.

VARD: Efficient and Dense Fine-Tuning for Diffusion Models with Value-based RL Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T15:18:52.823260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 886fbafc-d79a-45da-80cf-f7b5384439e1 · inbound

Discovering Hierarchical Latent Capabilities of Language Models via Causal Representation Learning cites this paper.

Discovering Hierarchical Latent Capabilities of Language Models via Causal Representation Learning Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T04:39:03.757222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a15d9dde-7f19-4637-a4f5-ecb0c0c58b8e · inbound

Tiny Reward Models cites this paper.

Tiny Reward Models Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:07.129543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70645385-bf56-4945-ab25-6dd99baefd4d · inbound

Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control cites this paper.

Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:51:25.688890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3c4e54d8-f9fd-46ac-861f-6f74e3e18919 · inbound

Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control cites this paper.

Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:46:32.607842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 054869e9-cbad-4eb4-9116-62e00aa447b7 · inbound

SALT: When More Rollouts Don't Help in Group-Based Policy Optimization and How to Make Them Matter cites this paper.

SALT: When More Rollouts Don't Help in Group-Based Policy Optimization and How to Make Them Matter Does RLHF Scale? Exploring the Impacts From Data, Model, and Method

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:46:56.159053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.