Paper Citation Record · LEDGER

Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 28 inbound Pith citation observations for arXiv:2502.03275.

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

pith.paper-citation-record.v1
2502.03275 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 28 of 28 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 28 of 28 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:39.873922Z

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

1
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 640e2004-bcbf-4d6e-9007-13f08e5b1787 · 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 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 163

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:56.842168Z

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 1b4f20bd-d0ef-4478-bcdd-19e9895222aa · inbound

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts cites this paper.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:39.873922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd3660a6-87d6-4a84-9189-cf6483b32d49 · inbound

Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models cites this paper.

Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T10:52:44.759130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f847f77-a876-43b6-ae93-0b7bc9c5534f · inbound

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models cites this paper.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.762250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a901718-1f86-4f94-906e-05aa0011a166 · inbound

A Survey on Latent Reasoning cites this paper.

A Survey on Latent Reasoning Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-06T19:14:31.222528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c00da6aa-09d5-45b5-8407-78a00ceea478 · 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 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 167

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.667598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46024e7b-6924-4273-84d2-f4f7a36fa9b2 · inbound

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

Implicit Reasoning in Large Language Models: A Comprehensive Survey Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.734847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fb4d2ff-4add-4a13-8029-c7953fc8d524 · inbound

Dynamics Within Latent Chain-of-Thought: An Empirical Study of Causal Structure cites this paper.

Dynamics Within Latent Chain-of-Thought: An Empirical Study of Causal Structure Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T03:14:20.679669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb630eea-1661-4da9-892f-08f59a7597f1 · inbound

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

SeLaR: Selective Latent Reasoning in Large Language Models Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:35:49.673222Z

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 9f11ffc6-9065-48f1-83eb-b0f656729a6b · inbound

LEPO: Latent Reasoning Policy Optimization for Large Language Models cites this paper.

LEPO: Latent Reasoning Policy Optimization for Large Language Models Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:46:09.854017Z

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 458ad386-77eb-4307-ac26-308431d16fb8 · inbound

Xiaomi OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation cites this paper.

Xiaomi OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:11:20.807177Z

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 39c8e822-17f8-415c-a770-5d479634be57 · inbound

Xiaomi OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation cites this paper.

Xiaomi OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:56:14.437815Z

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 d817a5ec-5d8d-498e-8eb9-51047f5e3532 · 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 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-09T23:54:45.630369Z

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 7dcf8f8e-4544-4113-adfe-80bd84298cc7 · inbound

Shorthand for Thought: Compressing LLM Reasoning via Entropy-Guided Supertokens cites this paper.

Shorthand for Thought: Compressing LLM Reasoning via Entropy-Guided Supertokens Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:51:25.736287Z

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 3c076905-8ec5-4128-83c4-7cbeda66898c · 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 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 89

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.549980Z

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 cdbb3065-4e7d-4533-ae7f-743ec3fe8aff · inbound

Dynamic Latent Routing cites this paper.

Dynamic Latent Routing Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:49:38.150490Z

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 af822921-e6a3-4e57-a262-e1a7aa9ba682 · inbound

Transformers Provably Learn to Internalize Chain-of-Thought cites this paper.

Transformers Provably Learn to Internalize Chain-of-Thought Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-06-29T14:33:30.566297Z

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 c433f3cd-4aee-4557-b067-c6e1dc684535 · inbound

Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete cites this paper.

Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 91

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:06:16.206369Z

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 67224aed-3f40-479f-9cef-9fc1c9b79d8f · inbound

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

Geometric Latent Reasoning Induces Shorter Generations in LLMs Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:46:19.020444Z

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 5d55168b-467e-4cc0-8d06-32255da5347f · inbound

Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning cites this paper.

Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:16:15.643472Z

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 32b647b4-fc87-4c0e-a04c-e3d7228e1b44 · inbound

Adaptive Latent Agentic Reasoning cites this paper.

Adaptive Latent Agentic Reasoning Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T23:26:22.313329Z

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 05e2947f-0417-468f-ab2f-759b1bf5806e · inbound

TARPO: Token-Wise Latent-Explicit Reasoning via Action-Routing Policy Optimization cites this paper.

TARPO: Token-Wise Latent-Explicit Reasoning via Action-Routing Policy Optimization Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:56:57.572342Z

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 91141922-d346-4e61-9185-59c300a867fc · inbound

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling cites this paper.

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:57:10.035720Z

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 3684e0bb-bbce-4634-bbec-4e6478a653ce · inbound

PearlVLA: Progressive Embodied Action-Plan Refinement in Latent Space cites this paper.

PearlVLA: Progressive Embodied Action-Plan Refinement in Latent Space Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:58:58.504416Z

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 7c1c57b0-83f7-4998-b396-017b2dafdb1c · inbound

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning cites this paper.

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 183

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:59:40.755629Z

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 469b44de-0523-4457-8925-df8a8127ff23 · inbound

Latent-CURE for Breast Cancer Diagnosis cites this paper.

Latent-CURE for Breast Cancer Diagnosis Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T06:14:19.197015Z

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 4367c273-f75b-46c0-ab43-193bff4d5ac8 · 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 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T18:49:30.240588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1de0688b-6c75-425a-9f0a-d845ef2b3df4 · inbound

Not All LLM Reasoning is Visible in the Chain-of-Thought cites this paper.

Not All LLM Reasoning is Visible in the Chain-of-Thought Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T04:14:45.940119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.