Paper Citation Record · LEDGER

SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 27 inbound Pith citation observations for arXiv:2502.12134.

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

pith.paper-citation-record.v1
2502.12134 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 27 of 27 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:43.569123Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 5bdd5f2b-3dfc-4fb0-bb54-d30ebbeb309c · inbound

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models cites this paper.

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 206

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:57.189069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0aa5bcdb-9900-42f3-a1f2-8405cdb6cb41 · inbound

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space cites this paper.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.569123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9454cf9e-68d5-42b0-b224-d9031032e5f9 · inbound

LARES: Latent Reasoning for Sequential Recommendation cites this paper.

LARES: Latent Reasoning for Sequential Recommendation SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:59:20.125250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ba1cb2-1dc2-4448-a513-8d9f8d993208 · inbound

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning cites this paper.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:35.225409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b0adeb-d9eb-4aa4-a2de-3b39ae992cd8 · inbound

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control cites this paper.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:46.000277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 940832f4-6610-434e-a01d-26b89129ce53 · inbound

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs cites this paper.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.970286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 923a9d45-fe44-4b05-b59b-189590c1aabb · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 215

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.926847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb57afc0-12a8-4059-8daf-f14e90602f4a · inbound

Forest Before Trees: Latent Superposition for Efficient Visual Reasoning cites this paper.

Forest Before Trees: Latent Superposition for Efficient Visual Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-16T16:01:05.159935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 415b78ba-d048-4df1-8689-beae89edff20 · inbound

Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 163

Resolution: unresolved; no resolver link, observed 2026-08-03T09:21:47.118713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a1b4b8d-ded5-44b3-bb9b-f2e7f315ccef · inbound

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning cites this paper.

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-03T09:09:59.312887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf628015-4ec4-48b9-a6d9-f144fa9e0958 · inbound

PILOT: Planning via Internalized Latent Optimization Trajectories for Large Language Models cites this paper.

PILOT: Planning via Internalized Latent Optimization Trajectories for Large Language Models SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T16:38:06.074290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 96f806e0-4085-40f7-8c5a-7c0006d498be · inbound

Chain Of Thought Compression: A Theoretical Analysis cites this paper.

Chain Of Thought Compression: A Theoretical Analysis SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 165

Resolution: unresolved; no resolver link, observed 2026-08-03T06:59:05.332260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2815313b-72eb-4e7a-adb9-43899aefb7de · 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: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T04:03:55.088395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f0dabe0-0719-4e7f-9b1f-46965d2ab2c0 · inbound

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression cites this paper.

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-21T13:44:11.366290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7540ab61-7b11-48c2-9f55-80b9e1ebd974 · inbound

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression cites this paper.

Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T03:25:23.113752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 917dc652-62f8-4370-bc63-18c4b3d0d9d0 · inbound

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning cites this paper.

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:35:18.019245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4bcb5289-3482-4ffc-bc3e-b411ba841d61 · inbound

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning cites this paper.

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-21T10:44:07.605785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 679987d1-3981-4352-b8ab-4b0897ce2966 · inbound

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning cites this paper.

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-13T22:57:11.059962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 153c6204-8bfd-4ceb-9308-e41b9198f9fa · inbound

SeLaR: Selective Latent Reasoning in Large Language Models cites this paper.

SeLaR: Selective Latent Reasoning in Large Language Models SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:35:49.661381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5a2beff3-7f87-4027-ab0c-705a3c4efee1 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T23:54:45.474163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 257fd052-7856-427a-88d3-1997b0eaf416 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 90

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.846451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72fca595-5a26-455f-a709-3e333dc086a7 · inbound

CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning cites this paper.

CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:28:04.865743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 71242dd4-2bd4-475b-8333-46b4f4586639 · inbound

Dynamic Mixture of Latent Memories for Self-Evolving Agents cites this paper.

Dynamic Mixture of Latent Memories for Self-Evolving Agents SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:41:14.556752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ed19f37c-fe99-4b86-942d-2388e7de959a · inbound

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs cites this paper.

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T17:12:25.235310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8bbeb32d-f114-491a-8f71-18b3b3cf45c6 · inbound

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

Geometric Latent Reasoning Induces Shorter Generations in LLMs SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:46:19.052103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f1455cfd-644f-41ed-9c8e-6f38193f5430 · inbound

PRISM: Recovering Instruction Sets from Language Model Activations cites this paper.

PRISM: Recovering Instruction Sets from Language Model Activations SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 52

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T17:01:08.094017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 928fa9fd-707a-4342-a50a-98fed0c3dd7d · inbound

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment cites this paper.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T18:49:31.791043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.