Paper Citation Record · LEDGER

DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections

As of 6 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 0 inbound Pith citation observations for arXiv:2508.12116.

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

pith.paper-citation-record.v1
2508.12116 v2

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:39:51.358440Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

6 of 6 outbound references displayed

verified exact0
verified fuzzy2
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c7a5cba1-5e3f-443f-ae49-1e42e3f9224f · outbound

This paper cites SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe.

DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T19:39:51.349527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 554f0289-1fa4-4b4c-b9a4-1395963d8034 · outbound

This paper cites In NAACL.

DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections In NAACL

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:39:51.634892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7bb64314-4b76-412c-9231-68c8ec544eb9 · outbound

This paper cites RegMix: Data Mixture as Regression for Language Model Pre-training.

DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections RegMix: Data Mixture as Regression for Language Model Pre-training

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-05T19:39:51.328064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8392aa2-29f3-46d9-b8bd-28b077b8c622 · outbound

This paper cites In EMNLP.

DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections In EMNLP

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:39:51.691648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2a6ba3a0-7f72-4b32-bdbb-132bf7437c1a · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T19:39:51.310993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8e0b4ff-41dc-4552-b127-a8950de4a69f · outbound

This paper cites arXiv:2505.14970.

DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections arXiv:2505.14970

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T19:39:51.284744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.