Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T12:59:38.706310Z
Paper Citation Record · LEDGER
Memory Analysis on the Training Course of DeepSeek Models
As of 13 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 0 inbound Pith citation observations for arXiv:2502.07846.
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 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 09d9dc3f-e77c-4f6f-b7a9-556239caeadf · outbound
This paper cites DeepSeek-V3 Technical Report.
Memory Analysis on the Training Course of DeepSeek Models DeepSeek-V3 Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T12:59:38.681544Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c0eb8d3-4657-462d-9d52-f98af83a59b4 · outbound
This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.
Memory Analysis on the Training Course of DeepSeek Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T12:59:38.687594Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9263eebc-ae51-4a8e-8591-911435a72915 · outbound
This paper cites Efficient large-scale language model training on gpu clusters using megatron-lm.
Memory Analysis on the Training Course of DeepSeek Models Efficient large-scale language model training on gpu clusters using megatron-lm
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T12:59:38.692695Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e92a002-3c9e-427d-b385-5d97e53a27a8 · outbound
This paper cites Deepspeed: System opti- mizations enable training deep learning models with over 100 billion parameters.
Memory Analysis on the Training Course of DeepSeek Models Deepspeed: System opti- mizations enable training deep learning models with over 100 billion parameters
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T12:59:38.798318Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f5b9f1dc-2205-403c-bb22-f4a19ed493d5 · outbound
This paper cites Zero: Memory optimiza- tions toward training trillion parameter models.
Memory Analysis on the Training Course of DeepSeek Models Zero: Memory optimiza- tions toward training trillion parameter models
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T12:59:38.701541Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f548adc-7125-4d6f-8b0b-df466421eee7 · outbound
This paper cites Reducing activation recomputation in large transformer models.
Memory Analysis on the Training Course of DeepSeek Models Reducing activation recomputation in large transformer models
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T12:59:38.773620Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Pith citing papers
No inbound Pith citation observations are available.