Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Eureka-Moments in Transformers: Multi-Step Tasks Reveal Softmax Induced Optimization Problems
As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2310.12956.
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 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:46:59.145283Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T11:47:50.255080Z
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 f4b6c1e4-3096-4514-b3d3-3a6639d37572 · inbound
Unpacking Softmax: How Temperature Drives Representation Collapse, Compression, and Generalization cites this paper.
Unpacking Softmax: How Temperature Drives Representation Collapse, Compression, and Generalization Eureka-Moments in Transformers: Multi-Step Tasks Reveal Softmax Induced Optimization Problems
Reference 5
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T11:47:50.296691Z
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.