Paper Citation Record · LEDGER

FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2412.01523.

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

pith.paper-citation-record.v1
2412.01523 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T18:42:09.591282Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T18:43:50.389607Z

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 67d02597-2f2f-4ff3-b7b7-35bb261aaf90 · inbound

HexiScale: Facilitating Large Language Model Training over Heterogeneous Hardware cites this paper.

HexiScale: Facilitating Large Language Model Training over Heterogeneous Hardware FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-23T21:23:27.635146Z

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 642e6529-d8d6-4ecf-ab0a-1725952c88aa · inbound

MAGI-1: Autoregressive Video Generation at Scale cites this paper.

MAGI-1: Autoregressive Video Generation at Scale FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:31:15.858621Z

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 a30f1fb5-5011-4c97-9918-b8bebfab22fb · inbound

ResiHP: Taming LLM Training Failures with Dynamic Hybrid Parallelism cites this paper.

ResiHP: Taming LLM Training Failures with Dynamic Hybrid Parallelism FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:31:15.805349Z

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 e2813930-5fe5-48fa-a1b1-2102bc4815ec · inbound

ResiHP: Taming LLM Training Failures with Dynamic Hybrid Parallelism cites this paper.

ResiHP: Taming LLM Training Failures with Dynamic Hybrid Parallelism FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:41:45.038571Z

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 8ae92075-ed80-43b8-944a-6720f4976e71 · inbound

Heterogeneous Parallelism for Multimodal Large Language Model Training cites this paper.

Heterogeneous Parallelism for Multimodal Large Language Model Training FlexSP: Accelerating Large Language Model Training via Flexible Sequence Parallelism

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:43:50.391035Z

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.