Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
BiMix: A Bivariate Data Mixing Law for Language Model Pretraining
As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2405.14908.
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 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-23T03:58:48.967122Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-23T04:02:30.466228Z
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 2d42d28c-4785-47af-a29f-5f51d6d22bde · inbound
DataComp-LM: In search of the next generation of training sets for language models cites this paper.
DataComp-LM: In search of the next generation of training sets for language models BiMix: A Bivariate Data Mixing Law for Language Model Pretraining
Reference 70
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T22:58:16.981251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d4484cf8-6ce7-4d7e-b868-f07fa3ef30dc · inbound
DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks cites this paper.
DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks BiMix: A Bivariate Data Mixing Law for Language Model Pretraining
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T04:02:30.469727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a941bc58-7c88-43d1-874d-95bff74503a1 · inbound
Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization cites this paper.
Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization BiMix: A Bivariate Data Mixing Law for Language Model Pretraining
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T14:25:55.355588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 198ea434-7471-4751-b571-75edde642277 · inbound
Data Mixing for Large Language Models Pretraining: A Survey and Outlook cites this paper.
Data Mixing for Large Language Models Pretraining: A Survey and Outlook BiMix: A Bivariate Data Mixing Law for Language Model Pretraining
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T00:58:25.748636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e9c13eb0-af55-4a2d-85e7-cab69e42dcee · inbound
Knowledge Transfer Scaling Laws for 3D Medical Imaging cites this paper.
Knowledge Transfer Scaling Laws for 3D Medical Imaging BiMix: A Bivariate Data Mixing Law for Language Model Pretraining
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T01:45:51.563373Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.