Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T22:58:05.122764Z
Paper Citation Record · LEDGER
The Information Geometry of Softmax: Probing and Steering
As of 4 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 2 inbound Pith citation observations for arXiv:2602.15293.
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 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T04:33:18.794505Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T12:15:01.137692Z
Reference resolution
2 of 2 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved2
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 616d90a8-ca8e-4514-a55e-bb722bf690ad · outbound
This paper cites Understanding intermediate layers using linear classifier probes.
The Information Geometry of Softmax: Probing and Steering Understanding intermediate layers using linear classifier probes
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:58:05.011126Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89d794f6-1fef-4321-a971-1f02fabefbb9 · outbound
This paper cites The geometry of refusal in large language models: concept cones and representational independence.
The Information Geometry of Softmax: Probing and Steering The geometry of refusal in large language models: concept cones and representational independence
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:58:05.122764Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation c5067c7b-7dcd-449e-8ae6-01e9371170be · inbound
FishBack: Pullback Fisher Geometry for Optimal Activation Steering in Transformers cites this paper.
FishBack: Pullback Fisher Geometry for Optimal Activation Steering in Transformers The Information Geometry of Softmax: Probing and Steering
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-06-01T02:02:28.474140Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation be343787-f524-4984-b98e-29fc31be9d13 · inbound
ToxiREX: A Dataset on Toxic REasoning in ConteXt cites this paper.
ToxiREX: A Dataset on Toxic REasoning in ConteXt The Information Geometry of Softmax: Probing and Steering
Reference 82
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T04:43:06.534143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.