Paper Citation Record · LEDGER

SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 inbound Pith citation observations for arXiv:2505.11484.

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

pith.paper-citation-record.v1
2505.11484 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 16 of 16 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 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:03:11.342898Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:39:58.228402Z

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 8e66e409-cbe7-4d3c-a022-9385cd911804 · inbound

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction cites this paper.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.719986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53eeb43d-fcfb-47d7-870c-88f73c8344c8 · inbound

Implicit Reasoning in Large Language Models: A Comprehensive Survey cites this paper.

Implicit Reasoning in Large Language Models: A Comprehensive Survey SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.797620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d51604cb-60bb-4ebd-9e7e-745dc61d65d7 · inbound

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning cites this paper.

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T04:03:55.141351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87f174ef-378c-43bc-a067-76aaaf053da7 · inbound

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 259

Resolution: unresolved; no resolver link, observed 2026-07-13T14:03:01.974171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 093844a0-c96d-4517-91a9-f57993e8044a · inbound

Latent Abstraction for Retrieval-Augmented Generation cites this paper.

Latent Abstraction for Retrieval-Augmented Generation SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:01:04.945341Z

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 92f1de32-8a46-481f-a052-9e461cddade3 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:41:25.794675Z

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 00e05fce-09d6-4ebe-a4a0-1c4d043f0430 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-21T00:53:53.388137Z

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 f87fe940-5239-481c-80f1-a72afd99dff8 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 126

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:15:43.831109Z

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 80a1a4d8-baf6-4978-83f6-017f48638107 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 126

Resolution: verified exact; arxiv_id, observed 2026-07-04T01:39:23.977428Z

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 87062b9e-9513-49b8-a08b-c43cd9747800 · inbound

RuPLaR : Efficient Latent Compression of LLM Reasoning Chains with Rule-Based Priors From Multi-Step to One-Step cites this paper.

RuPLaR : Efficient Latent Compression of LLM Reasoning Chains with Rule-Based Priors From Multi-Step to One-Step SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:31:27.150821Z

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 4e01f2d5-187f-47ff-af71-82c0613e6ea8 · inbound

Geometric Latent Reasoning Induces Shorter Generations in LLMs cites this paper.

Geometric Latent Reasoning Induces Shorter Generations in LLMs SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:46:19.017074Z

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 100cb988-775e-4f2f-b1e9-553475632ff5 · inbound

IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation cites this paper.

IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:39:58.229720Z

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 c63ba570-7d45-4137-9859-b34d24976433 · inbound

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers cites this paper.

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 185

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T06:55:29.196053Z

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 23ead08e-0212-4c82-88aa-412de6be784b · inbound

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers cites this paper.

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 77

Resolution: unresolved; no resolver link, observed 2026-07-14T16:55:54.890261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01385eb1-579e-4945-b7c6-be5a8f064cc5 · inbound

MUX: Continuous Reasoning via Multiplexed Tokens cites this paper.

MUX: Continuous Reasoning via Multiplexed Tokens SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:00.461282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41db6740-a027-4147-9f6c-8e90659aa176 · inbound

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs cites this paper.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T19:03:11.342898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.